diff --git a/hindsight-clients/python/hindsight_client_api/api/default_api.py b/hindsight-clients/python/hindsight_client_api/api/default_api.py
index e6f212d1..5966fd53 100644
--- a/hindsight-clients/python/hindsight_client_api/api/default_api.py
+++ b/hindsight-clients/python/hindsight_client_api/api/default_api.py
@@ -647,7 +647,7 @@ class DefaultApi:
     ) -> DeleteResponse:
         """Clear memory bank memories
 
-        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.
+        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
 
         :param bank_id: (required)
         :type bank_id: str
@@ -719,7 +719,7 @@ class DefaultApi:
     ) -> ApiResponse[DeleteResponse]:
         """Clear memory bank memories
 
-        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.
+        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
 
         :param bank_id: (required)
         :type bank_id: str
@@ -791,7 +791,7 @@ class DefaultApi:
     ) -> RESTResponseType:
         """Clear memory bank memories
 
-        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.
+        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
 
         :param bank_id: (required)
         :type bank_id: str
diff --git a/hindsight-clients/python/hindsight_client_api/docs/DefaultApi.md b/hindsight-clients/python/hindsight_client_api/docs/DefaultApi.md
index 99b77bc5..4c1f033c 100644
--- a/hindsight-clients/python/hindsight_client_api/docs/DefaultApi.md
+++ b/hindsight-clients/python/hindsight_client_api/docs/DefaultApi.md
@@ -174,7 +174,7 @@ No authorization required
 
 Clear memory bank memories
 
-Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.
+Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
 
 ### Example
 
diff --git a/hindsight-clients/rust/Cargo.lock b/hindsight-clients/rust/Cargo.lock
index e158a2b4..6b227aee 100644
--- a/hindsight-clients/rust/Cargo.lock
+++ b/hindsight-clients/rust/Cargo.lock
@@ -998,9 +998,9 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.24"
+version = "0.12.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d0946410b9f7b082a427e4ef5c8ff541a88b357bc6c637c40db3a68ac70a36f"
+checksum = "b6eff9328d40131d43bd911d42d79eb6a47312002a4daefc9e37f17e74a7701a"
 dependencies = [
  "base64",
  "bytes",
@@ -1542,9 +1542,9 @@ dependencies = [
 
 [[package]]
 name = "tower-http"
-version = "0.6.7"
+version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cf146f99d442e8e68e585f5d798ccd3cad9a7835b917e09728880a862706456"
+checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
  "bitflags",
  "bytes",
diff --git a/hindsight-clients/typescript/generated/sdk.gen.ts b/hindsight-clients/typescript/generated/sdk.gen.ts
index 80d05893..9c5689c5 100644
--- a/hindsight-clients/typescript/generated/sdk.gen.ts
+++ b/hindsight-clients/typescript/generated/sdk.gen.ts
@@ -225,7 +225,7 @@ export const createOrUpdateBank = <ThrowOnError extends boolean = false>(options
 /**
  * Clear memory bank memories
  *
- * Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.
+ * Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
  */
 export const clearBankMemories = <ThrowOnError extends boolean = false>(options: Options<ClearBankMemoriesData, ThrowOnError>) => (options.client ?? client).delete<ClearBankMemoriesResponses, ClearBankMemoriesErrors, ThrowOnError>({ url: '/v1/default/banks/{bank_id}/memories', ...options });
 
diff --git a/hindsight-docs/docs/api-reference/endpoints/add-bank-background.api.mdx b/hindsight-docs/docs/api-reference/endpoints/add-bank-background.api.mdx
index 96a26905..280ca300 100644
--- a/hindsight-docs/docs/api-reference/endpoints/add-bank-background.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/add-bank-background.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: add-bank-background
 title: "Add/merge memory bank background"
-description: "Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers personality traits."
+description: "Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers disposition traits."
 sidebar_label: "Add/merge memory bank background"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "post api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -22,13 +22,13 @@ import Heading from "@theme/Heading";
 <Heading
   as={"h1"}
   className={"openapi__heading"}
-  children={"Add/merge agent background"}
+  children={"Add/merge memory bank background"}
 >
 </Heading>
 
 <MethodEndpoint
   method={"post"}
-  path={"/api/v1/memory banks/{agent_id}/background"}
+  path={"/v1/default/banks/{bank_id}/background"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers personality traits.
+Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers disposition traits.
 
 <Heading
   id={"request"}
@@ -47,14 +47,14 @@ Add new background information or merge with existing. LLM intelligently resolve
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
 >
   
 </ParamsDetails>
 
 <RequestSchema
   title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"content":{"type":"string","title":"Content","description":"New background information to add or merge"},"update_personality":{"type":"boolean","title":"Update Personality","description":"If true, infer Big Five personality traits from the merged background (default: true)","default":true}},"type":"object","required":["content"],"title":"AddBackgroundRequest","description":"Request model for adding/merging background information.","example":{"content":"I was born in Texas","update_personality":true}}}}}}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"content":{"type":"string","title":"Content","description":"New background information to add or merge"},"update_disposition":{"type":"boolean","title":"Update Disposition","description":"If true, infer disposition traits from the merged background (default: true)","default":true}},"type":"object","required":["content"],"title":"AddBackgroundRequest","description":"Request model for adding/merging background information.","example":{"content":"I was born in Texas","update_disposition":true}}}}}}
 >
   
 </RequestSchema>
@@ -62,7 +62,7 @@ Add new background information or merge with existing. LLM intelligently resolve
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"background":{"type":"string","title":"Background"},"personality":{"anyOf":[{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},{"type":"null"}]}},"type":"object","required":["background"],"title":"BackgroundResponse","description":"Response model for background update.","example":{"background":"I was born in Texas. I am a software engineer with 10 years of experience.","personality":{"agreeableness":0.8,"bias_strength":0.6,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.4,"openness":0.7}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"background":{"type":"string","title":"Background"},"disposition":{"anyOf":[{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},{"type":"null"}]}},"type":"object","required":["background"],"title":"BackgroundResponse","description":"Response model for background update.","example":{"background":"I was born in Texas. I am a software engineer with 10 years of experience.","disposition":{"empathy":3,"literalism":3,"skepticism":3}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/batch-put-async.api.mdx b/hindsight-docs/docs/api-reference/endpoints/batch-put-async.api.mdx
deleted file mode 100644
index 96023519..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/batch-put-async.api.mdx
+++ /dev/null
@@ -1,90 +0,0 @@
----
-id: batch-put-async
-title: "Store multiple memories asynchronously"
-description: "Store multiple memory items in batch asynchronously using the task backend."
-sidebar_label: "Store multiple memories asynchronously"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "post api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Store multiple memories asynchronously"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"post"}
-  path={"/api/v1/memory banks/{agent_id}/memories/async"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Store multiple memory items in batch asynchronously using the task backend.
-
-    This endpoint returns immediately after queuing the task, without waiting for completion.
-    The actual processing happens in the background.
-
-    Features:
-    - Immediate response (non-blocking)
-    - Background processing via task queue
-    - Efficient batch processing
-    - Automatic fact extraction from natural language
-    - Entity recognition and linking
-    - Document tracking with automatic upsert (when document_id is provided)
-    - Temporal and semantic linking
-
-    The system automatically:
-    1. Queues the batch put task
-    2. Returns immediately with success=True, queued=True
-    3. Processes in background: extracts facts, generates embeddings, creates links
-
-    Note: If document_id is provided and already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"items":{"items":{"properties":{"content":{"type":"string","title":"Content"},"event_date":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Event Date"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"}},"type":"object","required":["content"],"title":"MemoryItem","description":"Single memory item for batch put.","example":{"content":"Alice mentioned she's working on a new ML model","context":"team meeting","event_date":"2024-01-15T10:30:00Z"}},"type":"array","title":"Items"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"}},"type":"object","required":["items"],"title":"BatchPutRequest","description":"Request model for batch put endpoint.","example":{"document_id":"conversation_123","items":[{"content":"Alice works at Google","context":"work"},{"content":"Bob went hiking yesterday","event_date":"2024-01-15T10:00:00Z"}]}}}}}}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"success":{"type":"boolean","title":"Success"},"message":{"type":"string","title":"Message"},"agent_id":{"type":"string","title":"bank ID"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"},"items_count":{"type":"integer","title":"Items Count"},"queued":{"type":"boolean","title":"Queued"}},"type":"object","required":["success","message","agent_id","items_count","queued"],"title":"BatchPutAsyncResponse","description":"Response model for async batch put endpoint.","example":{"agent_id":"user123","document_id":"conversation_123","items_count":2,"message":"Batch put task queued for background processing","queued":true,"success":true}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/batch-put-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/batch-put-memories.api.mdx
deleted file mode 100644
index 3684727b..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/batch-put-memories.api.mdx
+++ /dev/null
@@ -1,87 +0,0 @@
----
-id: batch-put-memories
-title: "Store multiple memories"
-description: "Store multiple memory items in batch with automatic fact extraction."
-sidebar_label: "Store multiple memories"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "post api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Store multiple memories"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"post"}
-  path={"/api/v1/memory banks/{agent_id}/memories"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Store multiple memory items in batch with automatic fact extraction.
-
-    Features:
-    - Efficient batch processing
-    - Automatic fact extraction from natural language
-    - Entity recognition and linking
-    - Document tracking with automatic upsert (when document_id is provided)
-    - Temporal and semantic linking
-
-    The system automatically:
-    1. Extracts semantic facts from the content
-    2. Generates embeddings
-    3. Deduplicates similar facts
-    4. Creates temporal, semantic, and entity links
-    5. Tracks document metadata
-
-    Note: If document_id is provided and already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"items":{"items":{"properties":{"content":{"type":"string","title":"Content"},"event_date":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Event Date"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"}},"type":"object","required":["content"],"title":"MemoryItem","description":"Single memory item for batch put.","example":{"content":"Alice mentioned she's working on a new ML model","context":"team meeting","event_date":"2024-01-15T10:30:00Z"}},"type":"array","title":"Items"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"}},"type":"object","required":["items"],"title":"BatchPutRequest","description":"Request model for batch put endpoint.","example":{"document_id":"conversation_123","items":[{"content":"Alice works at Google","context":"work"},{"content":"Bob went hiking yesterday","event_date":"2024-01-15T10:00:00Z"}]}}}}}}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"success":{"type":"boolean","title":"Success"},"message":{"type":"string","title":"Message"},"agent_id":{"type":"string","title":"bank ID"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"},"items_count":{"type":"integer","title":"Items Count"}},"type":"object","required":["success","message","agent_id","items_count"],"title":"BatchPutResponse","description":"Response model for batch put endpoint.","example":{"agent_id":"user123","document_id":"conversation_123","items_count":2,"message":"Successfully stored 2 memory items","success":true}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/cancel-operation.api.mdx b/hindsight-docs/docs/api-reference/endpoints/cancel-operation.api.mdx
index 27dca605..f61f3485 100644
--- a/hindsight-docs/docs/api-reference/endpoints/cancel-operation.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/cancel-operation.api.mdx
@@ -5,9 +5,9 @@ description: "Cancel a pending async operation by removing it from the queue"
 sidebar_label: "Cancel a pending async operation"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "delete api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"delete"}
-  path={"/api/v1/memory banks/{agent_id}/operations/{operation_id}"}
+  path={"/v1/default/banks/{bank_id}/operations/{operation_id}"}
   context={"endpoint"}
 >
   
@@ -47,7 +47,7 @@ Cancel a pending async operation by removing it from the queue
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"operation_id","in":"path","required":true,"schema":{"type":"string","title":"Operation Id"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"operation_id","in":"path","required":true,"schema":{"type":"string","title":"Operation Id"}}]}
 >
   
 </ParamsDetails>
diff --git a/hindsight-docs/docs/api-reference/endpoints/clear-bank-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/clear-bank-memories.api.mdx
index d8a1f0b6..cbba1738 100644
--- a/hindsight-docs/docs/api-reference/endpoints/clear-bank-memories.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/clear-bank-memories.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: clear-bank-memories
 title: "Clear memory bank memories"
-description: "Delete memory units for a memory bank. Optionally filter by fact_type (world, agent, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The memory bank profile (personality and background) will be preserved."
+description: "Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved."
 sidebar_label: "Clear memory bank memories"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "delete api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -22,13 +22,13 @@ import Heading from "@theme/Heading";
 <Heading
   as={"h1"}
   className={"openapi__heading"}
-  children={"Clear agent memories"}
+  children={"Clear memory bank memories"}
 >
 </Heading>
 
 <MethodEndpoint
   method={"delete"}
-  path={"/api/v1/memory banks/{agent_id}/memories"}
+  path={"/v1/default/banks/{bank_id}/memories"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Delete memory units for a memory bank. Optionally filter by fact_type (world, agent, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The memory bank profile (personality and background) will be preserved.
+Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.
 
 <Heading
   id={"request"}
@@ -47,7 +47,7 @@ Delete memory units for a memory bank. Optionally filter by fact_type (world, ag
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"fact_type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"Optional fact type filter (world, agent, opinion)","title":"Fact Type"},"description":"Optional fact type filter (world, agent, opinion)"}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"description":"Optional fact type filter (world, experience, opinion)","title":"Type"},"description":"Optional fact type filter (world, experience, opinion)"}]}
 >
   
 </ParamsDetails>
@@ -62,7 +62,7 @@ Delete memory units for a memory bank. Optionally filter by fact_type (world, ag
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"success":{"type":"boolean","title":"Success"},"message":{"type":"string","title":"Message"}},"type":"object","required":["success","message"],"title":"DeleteResponse","description":"Response model for delete operations.","example":{"message":"Resource deleted successfully","success":true}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"success":{"type":"boolean","title":"Success"}},"type":"object","required":["success"],"title":"DeleteResponse","description":"Response model for delete operations.","example":{"success":true}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/create-or-update-bank.api.mdx b/hindsight-docs/docs/api-reference/endpoints/create-or-update-bank.api.mdx
index dc1ddd07..933908b0 100644
--- a/hindsight-docs/docs/api-reference/endpoints/create-or-update-bank.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/create-or-update-bank.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: create-or-update-bank
 title: "Create or update memory bank"
-description: "Create a new memory bank or update existing memory bank with personality and background. Auto-fills missing fields with defaults."
+description: "Create a new agent or update existing agent with disposition and background. Auto-fills missing fields with defaults."
 sidebar_label: "Create or update memory bank"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "put api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -22,13 +22,13 @@ import Heading from "@theme/Heading";
 <Heading
   as={"h1"}
   className={"openapi__heading"}
-  children={"Create or update agent"}
+  children={"Create or update memory bank"}
 >
 </Heading>
 
 <MethodEndpoint
   method={"put"}
-  path={"/api/v1/memory banks/{agent_id}"}
+  path={"/v1/default/banks/{bank_id}"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Create a new agent or update existing agent with personality and background. Auto-fills missing fields with defaults.
+Create a new agent or update existing agent with disposition and background. Auto-fills missing fields with defaults.
 
 <Heading
   id={"request"}
@@ -47,14 +47,14 @@ Create a new agent or update existing agent with personality and background. Aut
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
 >
   
 </ParamsDetails>
 
 <RequestSchema
   title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"name":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Name"},"personality":{"anyOf":[{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},{"type":"null"}]},"background":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Background"}},"type":"object","title":"CreateAgentRequest","description":"Request model for creating/updating a memory bank.","example":{"background":"I am a creative software engineer with 10 years of experience","name":"Alice","personality":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}}}}}}}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"name":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Name"},"disposition":{"anyOf":[{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},{"type":"null"}]},"background":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Background"}},"type":"object","title":"CreateBankRequest","description":"Request model for creating/updating a bank.","example":{"background":"I am a creative software engineer with 10 years of experience","disposition":{"empathy":3,"literalism":3,"skepticism":3},"name":"Alice"}}}}}}
 >
   
 </RequestSchema>
@@ -62,7 +62,7 @@ Create a new agent or update existing agent with personality and background. Aut
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"agent_id":{"type":"string","title":"bank ID"},"name":{"type":"string","title":"Name"},"personality":{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},"background":{"type":"string","title":"Background"}},"type":"object","required":["agent_id","name","personality","background"],"title":"AgentProfileResponse","description":"Response model for memory bank profile.","example":{"agent_id":"user123","background":"I am a software engineer with 10 years of experience in startups","name":"Alice","personality":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"bank_id":{"type":"string","title":"Bank Id"},"name":{"type":"string","title":"Name"},"disposition":{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},"background":{"type":"string","title":"Background"}},"type":"object","required":["bank_id","name","disposition","background"],"title":"BankProfileResponse","description":"Response model for bank profile.","example":{"background":"I am a software engineer with 10 years of experience in startups","bank_id":"user123","disposition":{"empathy":3,"literalism":3,"skepticism":3},"name":"Alice"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/delete-document.api.mdx b/hindsight-docs/docs/api-reference/endpoints/delete-document.api.mdx
index 362567ed..14521c0f 100644
--- a/hindsight-docs/docs/api-reference/endpoints/delete-document.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/delete-document.api.mdx
@@ -5,9 +5,9 @@ description: "Delete a document and all its associated memory units and links."
 sidebar_label: "Delete a document"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "delete api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"delete"}
-  path={"/api/v1/memory banks/{agent_id}/documents/{document_id}"}
+  path={"/v1/default/banks/{bank_id}/documents/{document_id}"}
   context={"endpoint"}
 >
   
@@ -54,7 +54,7 @@ This operation cannot be undone.
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"document_id","in":"path","required":true,"schema":{"type":"string","title":"Document Id"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"document_id","in":"path","required":true,"schema":{"type":"string","title":"Document Id"}}]}
 >
   
 </ParamsDetails>
diff --git a/hindsight-docs/docs/api-reference/endpoints/delete-memory-unit.api.mdx b/hindsight-docs/docs/api-reference/endpoints/delete-memory-unit.api.mdx
deleted file mode 100644
index e8514824..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/delete-memory-unit.api.mdx
+++ /dev/null
@@ -1,71 +0,0 @@
----
-id: delete-memory-unit
-title: "Delete a memory unit"
-description: "Delete a single memory unit and all its associated links (temporal, semantic, and entity links)"
-sidebar_label: "Delete a memory unit"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "delete api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Delete a memory unit"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"delete"}
-  path={"/api/v1/memory banks/{agent_id}/memories/{unit_id}"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Delete a single memory unit and all its associated links (temporal, semantic, and entity links)
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"unit_id","in":"path","required":true,"schema":{"type":"string","title":"Unit Id"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={undefined}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-agent-stats.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-agent-stats.api.mdx
new file mode 100644
index 00000000..8de5d400
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/get-agent-stats.api.mdx
@@ -0,0 +1,71 @@
+---
+id: get-agent-stats
+title: "Get statistics for memory bank"
+description: "Get statistics about nodes and links for a specific agent"
+sidebar_label: "Get statistics for memory bank"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Get statistics for memory bank"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/v1/default/banks/{bank_id}/stats"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Get statistics about nodes and links for a specific agent
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-bank-profile.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-bank-profile.api.mdx
index 4131ca53..68033223 100644
--- a/hindsight-docs/docs/api-reference/endpoints/get-bank-profile.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/get-bank-profile.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: get-bank-profile
 title: "Get memory bank profile"
-description: "Get personality traits and background for a memory bank. Auto-creates memory bank with defaults if not exists."
+description: "Get disposition traits and background for a memory bank. Auto-creates agent with defaults if not exists."
 sidebar_label: "Get memory bank profile"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/profile"}
+  path={"/v1/default/banks/{bank_id}/profile"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Get personality traits and background for a memory bank. Auto-creates agent with defaults if not exists.
+Get disposition traits and background for a memory bank. Auto-creates agent with defaults if not exists.
 
 <Heading
   id={"request"}
@@ -47,7 +47,7 @@ Get personality traits and background for a memory bank. Auto-creates agent with
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
 >
   
 </ParamsDetails>
@@ -62,7 +62,7 @@ Get personality traits and background for a memory bank. Auto-creates agent with
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"agent_id":{"type":"string","title":"bank ID"},"name":{"type":"string","title":"Name"},"personality":{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},"background":{"type":"string","title":"Background"}},"type":"object","required":["agent_id","name","personality","background"],"title":"AgentProfileResponse","description":"Response model for memory bank profile.","example":{"agent_id":"user123","background":"I am a software engineer with 10 years of experience in startups","name":"Alice","personality":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"bank_id":{"type":"string","title":"Bank Id"},"name":{"type":"string","title":"Name"},"disposition":{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},"background":{"type":"string","title":"Background"}},"type":"object","required":["bank_id","name","disposition","background"],"title":"BankProfileResponse","description":"Response model for bank profile.","example":{"background":"I am a software engineer with 10 years of experience in startups","bank_id":"user123","disposition":{"empathy":3,"literalism":3,"skepticism":3},"name":"Alice"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-bank-stats.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-bank-stats.api.mdx
deleted file mode 100644
index f90e07b0..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/get-bank-stats.api.mdx
+++ /dev/null
@@ -1,71 +0,0 @@
----
-id: get-bank-stats
-title: "Get memory statistics for a memory bank"
-description: "Get statistics about nodes and links for a specific memory bank"
-sidebar_label: "Get memory statistics for a memory bank"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Get memory statistics for a memory bank"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/stats"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Get statistics about nodes and links for a specific agent
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={undefined}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-chunk.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-chunk.api.mdx
new file mode 100644
index 00000000..43f51317
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/get-chunk.api.mdx
@@ -0,0 +1,71 @@
+---
+id: get-chunk
+title: "Get chunk details"
+description: "Get a specific chunk by its ID"
+sidebar_label: "Get chunk details"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Get chunk details"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/v1/default/chunks/{chunk_id}"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Get a specific chunk by its ID
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"chunk_id","in":"path","required":true,"schema":{"type":"string","title":"Chunk Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"chunk_id":{"type":"string","title":"Chunk Id"},"document_id":{"type":"string","title":"Document Id"},"bank_id":{"type":"string","title":"Bank Id"},"chunk_index":{"type":"integer","title":"Chunk Index"},"chunk_text":{"type":"string","title":"Chunk Text"},"created_at":{"type":"string","title":"Created At"}},"type":"object","required":["chunk_id","document_id","bank_id","chunk_index","chunk_text","created_at"],"title":"ChunkResponse","description":"Response model for get chunk endpoint.","example":{"bank_id":"user123","chunk_id":"user123_session_1_0","chunk_index":0,"chunk_text":"This is the first chunk of the document...","created_at":"2024-01-15T10:30:00Z","document_id":"session_1"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-document.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-document.api.mdx
index 1600478d..fc39f804 100644
--- a/hindsight-docs/docs/api-reference/endpoints/get-document.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/get-document.api.mdx
@@ -5,9 +5,9 @@ description: "Get a specific document including its original text"
 sidebar_label: "Get document details"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: eJy9VsFu2zgQ/RViTruAIslue9Etm2bTAO22aJw9rGEYtDSW2FCkSlJODUH/XgwlWXKceINisb7IImfezLx5Q6qBDG1qROWEVpDADTrGma0wFVuRskyndYnKMaFSWWdC5Uw4y7QRuVBcMoc/HASgKzScEG4zSCBHtx4cIYCKG16iQ2MhWTageImQwIarh7XIIABBcSvuCgjA4PdaGMwgcabGAGxaYMkhacDtK3KzzgiVQwBOOEkLf3D1wG4zaNvggD0E/y/w3w8M+BgrgrCVVhYtec3jmB7HHN7VaYrWbmvJvvbGEECqlSNCkgZ4VUmResKib5Z8mkkmlSE6negiiOxcdpRUcODyNTQFMDRv7Zt3xufz0OUFGbaHEtYFt4WvQ+0/b31TjyGoFf2KqqUEom0Aveow2AfCIEyD3GG25mdTueqs2KXPo66yV/jcd1a9T4mlNvt1rYRbp7pWU1ehHOZoJr6fvDW7V8KxK2/dtsFgrjffMHVHalqCl9oo6mOSn1B3VPVROc/luToV40RWx9IbNlipM5Rsqw3L0Y1jjCqrtFAuhADwBy8rgm1GAUFt0czmb55mnADfpP36pGEwj+dvL+LZxezdYhYnb+Ikjv+hkSMoi9YKrdazZ6tKZu9OpAh/1lKOydIiK9BgGIbHNL0QuKVfAG/n89Oh/JtLkfmRY9fGaPPrE5mh40L62XRY2lMDqdOj3VeMyaDAdjXKjBvD9xNNftRdgl7NNj8n/U9oLc8RDmAvm3oy2IJ2/03iVFcXurebKHOkt2P35TLed/Q9F2ww+bBYfDkB7Hpboit0f8n4u8WROKPdLMpwy2vpItKyjZpe0m00yMlGzeReaP3FsNWemiGsUJkVeeEYJcAuv9yezNew4SfrYN9riadeS/0l1B8hd3vrsCQ+pEiRZnY0uax4WiCbhzHJ20hIoHCuskkUPT4+htxvh9rkUe9ro4+3V9d/3V1fzMM4LFwpCXiHxnbpzcI4jGmp0taVXE1i3UyPgU7C9ml5zTgSv/gh0HeU3qJKcuHF6itr+l4tYTfzcX23+jOTMknGw/PQMlqeXuarAAptHaE0zYZbvDeybWn5e41mD8lyFcCOG8E31NFlA5mw9D+DZMulxTMF//a1l/rv7KVCBkUr0vOOy5reIIAH3E++aGis/8ewU3788VEgz9D46juLyzTFyk18T047uqAPk3VzvYC2/Qme42vU
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/documents/{document_id}"}
+  path={"/v1/default/banks/{bank_id}/documents/{document_id}"}
   context={"endpoint"}
 >
   
@@ -47,7 +47,7 @@ Get a specific document including its original text
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"document_id","in":"path","required":true,"schema":{"type":"string","title":"Document Id"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"document_id","in":"path","required":true,"schema":{"type":"string","title":"Document Id"}}]}
 >
   
 </ParamsDetails>
@@ -62,7 +62,7 @@ Get a specific document including its original text
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"id":{"type":"string","title":"Id"},"agent_id":{"type":"string","title":"bank ID"},"original_text":{"type":"string","title":"Original Text"},"content_hash":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Content Hash"},"created_at":{"type":"string","title":"Created At"},"updated_at":{"type":"string","title":"Updated At"},"memory_unit_count":{"type":"integer","title":"Memory Unit Count"}},"type":"object","required":["id","agent_id","original_text","content_hash","created_at","updated_at","memory_unit_count"],"title":"DocumentResponse","description":"Response model for get document endpoint.","example":{"agent_id":"user123","content_hash":"abc123","created_at":"2024-01-15T10:30:00Z","id":"session_1","memory_unit_count":15,"original_text":"Full document text here...","updated_at":"2024-01-15T10:30:00Z"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"id":{"type":"string","title":"Id"},"bank_id":{"type":"string","title":"Bank Id"},"original_text":{"type":"string","title":"Original Text"},"content_hash":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Content Hash"},"created_at":{"type":"string","title":"Created At"},"updated_at":{"type":"string","title":"Updated At"},"memory_unit_count":{"type":"integer","title":"Memory Unit Count"}},"type":"object","required":["id","bank_id","original_text","content_hash","created_at","updated_at","memory_unit_count"],"title":"DocumentResponse","description":"Response model for get document endpoint.","example":{"bank_id":"user123","content_hash":"abc123","created_at":"2024-01-15T10:30:00Z","id":"session_1","memory_unit_count":15,"original_text":"Full document text here...","updated_at":"2024-01-15T10:30:00Z"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-entity.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-entity.api.mdx
new file mode 100644
index 00000000..78f23f2a
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/get-entity.api.mdx
@@ -0,0 +1,71 @@
+---
+id: get-entity
+title: "Get entity details"
+description: "Get detailed information about an entity including observations (mental model)."
+sidebar_label: "Get entity details"
+hide_title: true
+hide_table_of_contents: true
+api: eJy9Vl1v2zYU/SvEfWoB2ZIcJ930lmVZlqFpgsbbwwLDoKVrmw1FqiTl1BD034tLSbFsz+7QffjFNnl57tc5l6wgQ5saUTihFSRwg45l6LiQmDGhFtrknLYYn+vSMa4YKifchgmVyjITasn03KJZeyvL3uSoHJcs1xnKt0MIQBdo/OZtBgks0c0aBAig4Ibn6NBYSJ4qUDxHSGDO1fNMZBCAoIgK7lYQgMHPpTCYQeJMiQHYdIU5h6QCtynomHVGqCUE4ISTtPATV8/sNoO6Dl6xG9f/Bvp1UwaPPyUAW2hl0dKZURTR125lH8s0RWsXpWQfW2MIINXKoXJkzotCitSXKvxk6UzVi6MwVEgnGg8iOxUbBRVAypVWIuVy1iR/3P6qs2QfyLIOgLootJqlumyCa48K5XCJpnf2rrFkV96yDmAhjHUzi+gT4Gpzv/Dd3XVOPWlXVCklUA07yF8IgT0SQh2A5P8Q7j3voeXoeMYd3wXjWSYoCy4femVuqNDC6vknTN1JR3cddh1AXxS+YQ5ze9hHh1/cqc5MaH/bD8xm3H1vHe46DHbpSBR7mfVF8NQENt2n+/02qx6Hd3l+qfoTYX9uDGHrmBvDN71k7/s1+1aAXsJ7FN/n7V4bDtL52Q+6o5l0G80wYwttuuHXTEiGKiu0UI7GHH7heSG9zPaFB7/plYJdZcAoGo0HUTyIzydxlJxFSRT9SUOJhmQ8OsPx+cW7Af7w43wQj7KzAR+fXwzGo4uLeBy/G0dRBDvKaOFGgyiexOMk6uD2dByf7zPzqdrj1rHAGqb6VNiLNs+WccdutF5KhHpa0yeA8Wh0OPj+4FJkDRmujdHm+6deU/YTcpI63dn9GzLpJlo9PU7M97oJ0CvRLk8J9g6t5UvcsvzEDULFYBPa/RbZKa/GdWvXo/K2vE11j6fR0P0vnXUmv04mDweATW9zdCvdXuH+7nYrSCBcx2GGC15KF9LFbcOqvb/r0ItFoA2r12u39vfuQvu6dD6FyqxYrhwj7+zy4fZAid2G1+CrfUsknnoitVq7w1ybDXvcWIe5vz9EiqTurcllwdMVstGQRFQaCQmsnCtsEoYvLy9D7reH2izD9qwN399eXX94vB6MhtFw5XJJwGs0tgkvHkbDiJYKbV3OVc8Xvad2hobdT67aquE/eH21jSb1hoXkwnPY51y1LXyCdexj8k2EwL+/KMpk+xDrOkmr2yfUNICVto4gqmrOLf5uZF3T8ucSzQaSp2kAa24En1OjnyrIhKXfGSQLLi2eqMSbjy3937JjWXQsV8TxNZcl/YMAnnHTe0WS1P9Ht9vq+IGyQp6h8bk3+5dpioXrnTyYf3Rlv2rt5noCdf0V9qXxZA==
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Get entity details"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/v1/default/banks/{bank_id}/entities/{entity_id}"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Get detailed information about an entity including observations (mental model).
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"entity_id","in":"path","required":true,"schema":{"type":"string","title":"Entity Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"id":{"type":"string","title":"Id"},"canonical_name":{"type":"string","title":"Canonical Name"},"mention_count":{"type":"integer","title":"Mention Count"},"first_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"First Seen"},"last_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Last Seen"},"metadata":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Metadata"},"observations":{"items":{"properties":{"text":{"type":"string","title":"Text"},"mentioned_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mentioned At"}},"type":"object","required":["text"],"title":"EntityObservationResponse","description":"An observation about an entity."},"type":"array","title":"Observations"}},"type":"object","required":["id","canonical_name","mention_count","observations"],"title":"EntityDetailResponse","description":"Response model for entity detail endpoint.","example":{"canonical_name":"John","first_seen":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","last_seen":"2024-02-01T14:00:00Z","mention_count":15,"observations":[{"mentioned_at":"2024-01-15T10:30:00Z","text":"John works at Google"}]}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/get-graph.api.mdx b/hindsight-docs/docs/api-reference/endpoints/get-graph.api.mdx
index 9a1b9086..61f6e681 100644
--- a/hindsight-docs/docs/api-reference/endpoints/get-graph.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/get-graph.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: get-graph
 title: "Get memory graph data"
-description: "Retrieve graph data for visualization, optionally filtered by fact_type (world/agent/opinion). Limited to 1000 most recent items."
+description: "Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion). Limited to 1000 most recent items."
 sidebar_label: "Get memory graph data"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/graph"}
+  path={"/v1/default/banks/{bank_id}/graph"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Retrieve graph data for visualization, optionally filtered by fact_type (world/agent/opinion). Limited to 1000 most recent items.
+Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion). Limited to 1000 most recent items.
 
 <Heading
   id={"request"}
@@ -47,7 +47,7 @@ Retrieve graph data for visualization, optionally filtered by fact_type (world/a
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"fact_type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Fact Type"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"}}]}
 >
   
 </ParamsDetails>
diff --git a/hindsight-docs/docs/api-reference/endpoints/health-endpoint-health-get.api.mdx b/hindsight-docs/docs/api-reference/endpoints/health-endpoint-health-get.api.mdx
new file mode 100644
index 00000000..49f02e41
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/health-endpoint-health-get.api.mdx
@@ -0,0 +1,63 @@
+---
+id: health-endpoint-health-get
+title: "Health check endpoint"
+description: "Checks the health of the API and database connection"
+sidebar_label: "Health check endpoint"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Health check endpoint"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/health"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Checks the health of the API and database connection
+
+<ParamsDetails
+  parameters={undefined}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/hindsight-api.info.mdx b/hindsight-docs/docs/api-reference/endpoints/hindsight-api.info.mdx
deleted file mode 100644
index 7fd5cbb4..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/hindsight-api.info.mdx
+++ /dev/null
@@ -1,76 +0,0 @@
----
-id: hindsight-api
-title: "Hindsight Memory API"
-description: "A temporal-semantic memory system for AI memory banks that stores, retrieves, and reasons over memories."
-sidebar_label: Introduction
-sidebar_position: 0
-hide_title: true
-custom_edit_url: null
----
-
-import ApiLogo from "@theme/ApiLogo";
-import Heading from "@theme/Heading";
-import SchemaTabs from "@theme/SchemaTabs";
-import TabItem from "@theme/TabItem";
-import Export from "@theme/ApiExplorer/Export";
-
-<span
-  className={"theme-doc-version-badge badge badge--secondary"}
-  children={"Version: 1.0.0"}
->
-</span>
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Hindsight Memory API"}
->
-</Heading>
-
-
-
-
-A temporal-semantic memory system for AI memory banks that stores, retrieves, and reasons over memories.
-
-## Features
-
-* **Batch Memory Storage**: Store multiple memories efficiently with automatic fact extraction
-* **Semantic Search**: Find relevant memories using natural language queries
-* **Fact Type Filtering**: Search across world facts, agent actions, and opinions separately
-* **Think Endpoint**: Generate contextual answers based on memory bank identity and memories
-* **Graph Visualization**: Interactive memory graph visualization
-* **Document Tracking**: Track and manage memory documents with upsert support
-
-## Architecture
-
-The system uses:
-- **Temporal Links**: Connect memories that are close in time
-- **Semantic Links**: Connect semantically similar memories
-- **Entity Links**: Connect memories that mention the same entities
-- **Spreading Activation**: Intelligent traversal for memory retrieval
-        
-
-<div
-  style={{"display":"flex","flexDirection":"column","marginBottom":"var(--ifm-paragraph-margin-bottom)"}}
->
-  <h3
-    style={{"marginBottom":"0.25rem"}}
-  >
-    Contact
-  </h3><span>
-    Memory System: 
-  </span>
-</div><div
-  style={{"marginBottom":"var(--ifm-paragraph-margin-bottom)"}}
->
-  <h3
-    style={{"marginBottom":"0.25rem"}}
-  >
-    License
-  </h3><a
-    href={"https://www.apache.org/licenses/LICENSE-2.0.html"}
-  >
-    Apache 2.0
-  </a>
-</div>
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/hindsight-http-api.info.mdx b/hindsight-docs/docs/api-reference/endpoints/hindsight-http-api.info.mdx
new file mode 100644
index 00000000..8b50baa2
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/hindsight-http-api.info.mdx
@@ -0,0 +1,57 @@
+---
+id: hindsight-http-api
+title: "Hindsight HTTP API"
+description: "HTTP API for Hindsight"
+sidebar_label: Introduction
+sidebar_position: 0
+hide_title: true
+custom_edit_url: null
+---
+
+import ApiLogo from "@theme/ApiLogo";
+import Heading from "@theme/Heading";
+import SchemaTabs from "@theme/SchemaTabs";
+import TabItem from "@theme/TabItem";
+import Export from "@theme/ApiExplorer/Export";
+
+<span
+  className={"theme-doc-version-badge badge badge--secondary"}
+  children={"Version: 1.0.0"}
+>
+</span>
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Hindsight HTTP API"}
+>
+</Heading>
+
+
+
+HTTP API for Hindsight
+
+<div
+  style={{"display":"flex","flexDirection":"column","marginBottom":"var(--ifm-paragraph-margin-bottom)"}}
+>
+  <h3
+    style={{"marginBottom":"0.25rem"}}
+  >
+    Contact
+  </h3><span>
+    Memory System: 
+  </span>
+</div><div
+  style={{"marginBottom":"var(--ifm-paragraph-margin-bottom)"}}
+>
+  <h3
+    style={{"marginBottom":"0.25rem"}}
+  >
+    License
+  </h3><a
+    href={"https://www.apache.org/licenses/LICENSE-2.0.html"}
+  >
+    Apache 2.0
+  </a>
+</div>
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/list-banks.api.mdx b/hindsight-docs/docs/api-reference/endpoints/list-banks.api.mdx
index 3b0f70c2..0982af09 100644
--- a/hindsight-docs/docs/api-reference/endpoints/list-banks.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/list-banks.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: list-banks
 title: "List all memory banks"
-description: "Get a list of all memory banks with their profiles"
+description: "Get a list of all agents with their profiles"
 sidebar_label: "List all memory banks"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks"}
+  path={"/v1/default/banks"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-Get a list of all memory banks with their profiles
+Get a list of all agents with their profiles
 
 <ParamsDetails
   parameters={undefined}
@@ -54,7 +54,7 @@ Get a list of all memory banks with their profiles
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"memory banks":{"items":{"properties":{"agent_id":{"type":"string","title":"bank ID"},"name":{"type":"string","title":"Name"},"personality":{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},"background":{"type":"string","title":"Background"},"created_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Updated At"}},"type":"object","required":["agent_id","name","personality","background"],"title":"AgentListItem","description":"Memory bank list item with profile summary."},"type":"array","title":"Memory banks"}},"type":"object","required":["memory banks"],"title":"AgentListResponse","description":"Response model for listing all memory banks.","example":{"memory banks":[{"agent_id":"user123","background":"I am a software engineer","created_at":"2024-01-15T10:30:00Z","name":"Alice","personality":{"agreeableness":0.5,"bias_strength":0.5,"conscientiousness":0.5,"extraversion":0.5,"neuroticism":0.5,"openness":0.5},"updated_at":"2024-01-16T14:20:00Z"}]}}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"banks":{"items":{"properties":{"bank_id":{"type":"string","title":"Bank Id"},"name":{"type":"string","title":"Name"},"disposition":{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},"background":{"type":"string","title":"Background"},"created_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Created At"},"updated_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Updated At"}},"type":"object","required":["bank_id","name","disposition","background"],"title":"BankListItem","description":"Bank list item with profile summary."},"type":"array","title":"Banks"}},"type":"object","required":["banks"],"title":"BankListResponse","description":"Response model for listing all banks.","example":{"banks":[{"background":"I am a software engineer","bank_id":"user123","created_at":"2024-01-15T10:30:00Z","disposition":{"empathy":3,"literalism":3,"skepticism":3},"name":"Alice","updated_at":"2024-01-16T14:20:00Z"}]}}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/list-documents.api.mdx b/hindsight-docs/docs/api-reference/endpoints/list-documents.api.mdx
index d921d706..09199c91 100644
--- a/hindsight-docs/docs/api-reference/endpoints/list-documents.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/list-documents.api.mdx
@@ -5,9 +5,9 @@ description: "List documents with pagination and optional search. Documents are
 sidebar_label: "List documents"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/documents"}
+  path={"/v1/default/banks/{bank_id}/documents"}
   context={"endpoint"}
 >
   
@@ -47,7 +47,7 @@ List documents with pagination and optional search. Documents are the source con
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"q","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Q"}},{"name":"limit","in":"query","required":false,"schema":{"type":"integer","default":100,"title":"Limit"}},{"name":"offset","in":"query","required":false,"schema":{"type":"integer","default":0,"title":"Offset"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"q","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Q"}},{"name":"limit","in":"query","required":false,"schema":{"type":"integer","default":100,"title":"Limit"}},{"name":"offset","in":"query","required":false,"schema":{"type":"integer","default":0,"title":"Offset"}}]}
 >
   
 </ParamsDetails>
@@ -62,7 +62,7 @@ List documents with pagination and optional search. Documents are the source con
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"items":{"items":{"additionalProperties":true,"type":"object"},"type":"array","title":"Items"},"total":{"type":"integer","title":"Total"},"limit":{"type":"integer","title":"Limit"},"offset":{"type":"integer","title":"Offset"}},"type":"object","required":["items","total","limit","offset"],"title":"ListDocumentsResponse","description":"Response model for list documents endpoint.","example":{"items":[{"agent_id":"user123","content_hash":"abc123","created_at":"2024-01-15T10:30:00Z","id":"session_1","memory_unit_count":15,"text_length":5420,"updated_at":"2024-01-15T10:30:00Z"}],"limit":100,"offset":0,"total":50}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"items":{"items":{"additionalProperties":true,"type":"object"},"type":"array","title":"Items"},"total":{"type":"integer","title":"Total"},"limit":{"type":"integer","title":"Limit"},"offset":{"type":"integer","title":"Offset"}},"type":"object","required":["items","total","limit","offset"],"title":"ListDocumentsResponse","description":"Response model for list documents endpoint.","example":{"items":[{"bank_id":"user123","content_hash":"abc123","created_at":"2024-01-15T10:30:00Z","id":"session_1","memory_unit_count":15,"text_length":5420,"updated_at":"2024-01-15T10:30:00Z"}],"limit":100,"offset":0,"total":50}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/list-entities.api.mdx b/hindsight-docs/docs/api-reference/endpoints/list-entities.api.mdx
new file mode 100644
index 00000000..01e74423
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/list-entities.api.mdx
@@ -0,0 +1,71 @@
+---
+id: list-entities
+title: "List entities"
+description: "List all entities (people, organizations, etc.) known by the bank, ordered by mention count."
+sidebar_label: "List entities"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"List entities"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/v1/default/banks/{bank_id}/entities"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+List all entities (people, organizations, etc.) known by the bank, ordered by mention count.
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"limit","in":"query","required":false,"schema":{"type":"integer","description":"Maximum number of entities to return","default":100,"title":"Limit"},"description":"Maximum number of entities to return"}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"items":{"items":{"properties":{"id":{"type":"string","title":"Id"},"canonical_name":{"type":"string","title":"Canonical Name"},"mention_count":{"type":"integer","title":"Mention Count"},"first_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"First Seen"},"last_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Last Seen"},"metadata":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Metadata"}},"type":"object","required":["id","canonical_name","mention_count"],"title":"EntityListItem","description":"Entity list item with summary.","example":{"canonical_name":"John","first_seen":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","last_seen":"2024-02-01T14:00:00Z","mention_count":15}},"type":"array","title":"Items"}},"type":"object","required":["items"],"title":"EntityListResponse","description":"Response model for entity list endpoint.","example":{"items":[{"canonical_name":"John","first_seen":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","last_seen":"2024-02-01T14:00:00Z","mention_count":15}]}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/list-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/list-memories.api.mdx
index ae9955b4..3f031d21 100644
--- a/hindsight-docs/docs/api-reference/endpoints/list-memories.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/list-memories.api.mdx
@@ -1,13 +1,13 @@
 ---
 id: list-memories
 title: "List memory units"
-description: "List memory units with pagination and optional full-text search. Supports filtering by fact_type."
+description: "List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC)."
 sidebar_label: "List memory units"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: eJzVVsFu4zYQ/RWCpwSQLdm101Y3d9dIDWSTNPa2wAZBQEtjmxuKVMhRHMPQvxdDSba8jtNt0R6aSxLyad5w5r0htzwFl1iZozSax/xKOmQZZMZuWKElOraWuGK5WEotCMOETpnxcKHYolCqg/CKzIGwyarLpkWeG4uOLaRCsFIv2XzDcJNDl92BKxQ6JiwwZyxCSnuZccgsJKCRLaR1yM4y0EQA6aNA9nE8/RAwXIFmiQWB+9XzLg+4ycH6zCYpj7mSDh99/hIcD3gurMgAwToe32+5FhnwmM+FfnqUKQ+4pEPnAlc84BaeC2kh5THaAgLukhVkgsdbTunzmDuk8/CAo0RFC78I/cQmKS/LYBfbY+vAzwXYzUHkhVDuILTQm5uFz+2QhCLWK7pQipcPe9oZrbc5n/9jwt8O2JTMJP4Nxjqq1AhLsDzgKSxEoZDHvSjak1z5sG0is1g4+HeYWjw3VdSSDmjB5UY7cPR1P4ro16EhpkWSgHOLQpF8PZgHPDEaQaOvZ54rmXgFhl8dfbNtZZRb0ifKikEiZId/iDSVlZduW8hKf/VpzPwrJMjL3YKwVmxaKpz4YLRvUKg367BTjkeUQd3D96B1O4KmC+9hdyX9Nul2t+7rUzd5Bjsh1QwPbXKHn/wU+kxDqFX5w+40GywzKSi2MJapowkGOs2N1EjTAl5FlhPFrgf326qbr8hj/oexTywx+gWs8y0lRoGUUj/qDzpRr9MbznpR/EMUR9EXCqhRVk3jIyUTYGe347vpzfV5wC6NWSpgZzd3l6PryZfRbHJzfU5qpkE1HEbw0yCKOtD/ed4Z9NJBR/zYu+gMBhcXw+FgEEVRRKWq8qpCr419ckxgE9loGotsNGEIIuO74q+NVak3cN1m77Omj9FOKL1hVNJPwAf9/rH0fxdKptXQH1tr7D/XfQoopDoQ/iFAmeTQFn89pBoVlg+nnXFlqgRJxplbvjfKP4FzYgl7m52G+mKwZgi/q3g6V0Vd41oa35e3qu7pY3ysyvcWWQP5dTa7PQpY9TYDXBmS3NLPUn/ZxTx86YX1dAzpOnThtr4Vy7C5P0Pykh+/C+ML0pBJnTq5XCEjWja6nRwZs9nwltzhawWJxCuonvKVz9l04xCyajYlQGbfQ0a5SFbA+l2yRGEVj/kKMXdxGK7X667w211jl2H9rQuvJh/G19Nxp9+NuivM/NAjV1fp9bpRN6Kl3DjMhG5xHb2Avj3bdu+C/+FzqRYQJRHmSkjvDV/SbS2Ne/7Sa12dgX8tURXi/bOp9cLyGnkI+Mo4pI+327lw8NmqsqTl6tYmJ6fSiblq3dtPsNm/l16EKigxb/ET0OfvxDX3yvdgd2+MPfiB/rGS0G8nflIOZ3e198/ZqVI3FtebNmeTTVNhP9RWIFKwPoVqd5QkkLdzPZrBlPvO75fjGS/LPwFA9/71
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/memories/list"}
+  path={"/v1/default/banks/{bank_id}/memories/list"}
   context={"endpoint"}
 >
   
@@ -36,7 +36,7 @@ import Heading from "@theme/Heading";
 
 
 
-List memory units with pagination and optional full-text search. Supports filtering by fact_type.
+List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC).
 
 <Heading
   id={"request"}
@@ -47,7 +47,7 @@ List memory units with pagination and optional full-text search. Supports filter
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}},{"name":"fact_type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Fact Type"}},{"name":"q","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Q"}},{"name":"limit","in":"query","required":false,"schema":{"type":"integer","default":100,"title":"Limit"}},{"name":"offset","in":"query","required":false,"schema":{"type":"integer","default":0,"title":"Offset"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"type","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"}},{"name":"q","in":"query","required":false,"schema":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Q"}},{"name":"limit","in":"query","required":false,"schema":{"type":"integer","default":100,"title":"Limit"}},{"name":"offset","in":"query","required":false,"schema":{"type":"integer","default":0,"title":"Offset"}}]}
 >
   
 </ParamsDetails>
@@ -62,7 +62,7 @@ List memory units with pagination and optional full-text search. Supports filter
 <StatusCodes
   id={undefined}
   label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"items":{"items":{"additionalProperties":true,"type":"object"},"type":"array","title":"Items"},"total":{"type":"integer","title":"Total"},"limit":{"type":"integer","title":"Limit"},"offset":{"type":"integer","title":"Offset"}},"type":"object","required":["items","total","limit","offset"],"title":"ListMemoryUnitsResponse","description":"Response model for list memory units endpoint.","example":{"items":[{"context":"Work conversation","date":"2024-01-15T10:30:00Z","entities":"Alice (PERSON), Google (ORGANIZATION)","fact_type":"world","id":"550e8400-e29b-41d4-a716-446655440000","text":"Alice works at Google on the AI team"}],"limit":100,"offset":0,"total":150}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"items":{"items":{"additionalProperties":true,"type":"object"},"type":"array","title":"Items"},"total":{"type":"integer","title":"Total"},"limit":{"type":"integer","title":"Limit"},"offset":{"type":"integer","title":"Offset"}},"type":"object","required":["items","total","limit","offset"],"title":"ListMemoryUnitsResponse","description":"Response model for list memory units endpoint.","example":{"items":[{"context":"Work conversation","date":"2024-01-15T10:30:00Z","entities":"Alice (PERSON), Google (ORGANIZATION)","id":"550e8400-e29b-41d4-a716-446655440000","text":"Alice works at Google on the AI team","type":"world"}],"limit":100,"offset":0,"total":150}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
 >
   
 </StatusCodes>
diff --git a/hindsight-docs/docs/api-reference/endpoints/list-operations.api.mdx b/hindsight-docs/docs/api-reference/endpoints/list-operations.api.mdx
index f645bc00..216ea304 100644
--- a/hindsight-docs/docs/api-reference/endpoints/list-operations.api.mdx
+++ b/hindsight-docs/docs/api-reference/endpoints/list-operations.api.mdx
@@ -5,9 +5,9 @@ description: "Get a list of all async operations (pending and failed) for a spec
 sidebar_label: "List async operations"
 hide_title: true
 hide_table_of_contents: true
-api: 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
+api: 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
 sidebar_class_name: "get api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
+info_path: docs/api-reference/endpoints/hindsight-http-api
 custom_edit_url: null
 ---
 
@@ -28,7 +28,7 @@ import Heading from "@theme/Heading";
 
 <MethodEndpoint
   method={"get"}
-  path={"/api/v1/memory banks/{agent_id}/operations"}
+  path={"/v1/default/banks/{bank_id}/operations"}
   context={"endpoint"}
 >
   
@@ -47,7 +47,7 @@ Get a list of all async operations (pending and failed) for a specific agent, in
 </Heading>
 
 <ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
 >
   
 </ParamsDetails>
diff --git a/hindsight-docs/docs/api-reference/endpoints/metrics-endpoint-metrics-get.api.mdx b/hindsight-docs/docs/api-reference/endpoints/metrics-endpoint-metrics-get.api.mdx
new file mode 100644
index 00000000..355d987c
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/metrics-endpoint-metrics-get.api.mdx
@@ -0,0 +1,63 @@
+---
+id: metrics-endpoint-metrics-get
+title: "Prometheus metrics endpoint"
+description: "Exports metrics in Prometheus format for scraping"
+sidebar_label: "Prometheus metrics endpoint"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "get api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Prometheus metrics endpoint"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"get"}
+  path={"/metrics"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Exports metrics in Prometheus format for scraping
+
+<ParamsDetails
+  parameters={undefined}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/recall-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/recall-memories.api.mdx
new file mode 100644
index 00000000..727560a1
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/recall-memories.api.mdx
@@ -0,0 +1,78 @@
+---
+id: recall-memories
+title: "Recall memory"
+description: "Recall memory using semantic similarity and spreading activation."
+sidebar_label: "Recall memory"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "post api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Recall memory"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"post"}
+  path={"/v1/default/banks/{bank_id}/memories/recall"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Recall memory using semantic similarity and spreading activation.
+
+    The type parameter is optional and must be one of:
+    - 'world': General knowledge about people, places, events, and things that happen
+    - 'experience': Memories about experience, conversations, actions taken, and tasks performed
+    - 'opinion': The bank's formed beliefs, perspectives, and viewpoints
+
+    Set include_entities=true to get entity observations alongside recall results.
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"query":{"type":"string","title":"Query"},"types":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Types","description":"List of fact types to recall (defaults to all if not specified)"},"budget":{"default":"mid","type":"string","enum":["low","mid","high"],"title":"Budget","description":"Budget levels for recall/reflect operations."},"max_tokens":{"type":"integer","title":"Max Tokens","default":4096},"trace":{"type":"boolean","title":"Trace","default":false},"query_timestamp":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Query Timestamp","description":"ISO format date string (e.g., '2023-05-30T23:40:00')"},"filters":{"anyOf":[{"items":{"properties":{"key":{"type":"string","title":"Key","description":"Metadata key to filter on"},"value":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Value","description":"Value to match. If None with match_unset=True, matches any record where key is not set."},"match_unset":{"type":"boolean","title":"Match Unset","description":"If True, also match records where this metadata key is not set","default":true}},"type":"object","required":["key"],"title":"MetadataFilter","description":"Filter for metadata fields. Matches records where (key=value) OR (key not set) when match_unset=True.","example":{"key":"source","match_unset":true,"value":"slack"}},"type":"array"},{"type":"null"}],"title":"Filters","description":"Filter by metadata. Multiple filters are ANDed together."},"include":{"description":"Options for including additional data (entities are included by default)","properties":{"entities":{"anyOf":[{"properties":{"max_tokens":{"type":"integer","title":"Max Tokens","description":"Maximum tokens for entity observations","default":500}},"type":"object","title":"EntityIncludeOptions","description":"Options for including entity observations in recall results."},{"type":"null"}],"description":"Include entity observations. Set to null to disable entity inclusion.","default":{"max_tokens":500}},"chunks":{"anyOf":[{"properties":{"max_tokens":{"type":"integer","title":"Max Tokens","description":"Maximum tokens for chunks (chunks may be truncated)","default":8192}},"type":"object","title":"ChunkIncludeOptions","description":"Options for including chunks in recall results."},{"type":"null"}],"description":"Include raw chunks. Set to {} to enable, null to disable (default: disabled)."}},"type":"object","title":"IncludeOptions"}},"type":"object","required":["query"],"title":"RecallRequest","description":"Request model for recall endpoint.","example":{"budget":"mid","filters":[{"key":"source","match_unset":true,"value":"slack"}],"include":{"entities":{"max_tokens":500}},"max_tokens":4096,"query":"What did Alice say about machine learning?","query_timestamp":"2023-05-30T23:40:00","trace":true,"types":["world","experience"]}}}}}}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"results":{"items":{"properties":{"id":{"type":"string","title":"Id"},"text":{"type":"string","title":"Text"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"entities":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Entities"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"occurred_start":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Occurred Start"},"occurred_end":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Occurred End"},"mentioned_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mentioned At"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"},"metadata":{"anyOf":[{"additionalProperties":{"type":"string"},"type":"object"},{"type":"null"}],"title":"Metadata"},"chunk_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Chunk Id"}},"type":"object","required":["id","text"],"title":"RecallResult","description":"Single recall result item.","example":{"chunk_id":"456e7890-e12b-34d5-a678-901234567890","context":"work info","document_id":"session_abc123","entities":["Alice","Google"],"id":"123e4567-e89b-12d3-a456-426614174000","mentioned_at":"2024-01-15T10:30:00Z","metadata":{"source":"slack"},"occurred_end":"2024-01-15T10:30:00Z","occurred_start":"2024-01-15T10:30:00Z","text":"Alice works at Google on the AI team","type":"world"}},"type":"array","title":"Results"},"trace":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Trace"},"entities":{"anyOf":[{"additionalProperties":{"properties":{"entity_id":{"type":"string","title":"Entity Id"},"canonical_name":{"type":"string","title":"Canonical Name"},"observations":{"items":{"properties":{"text":{"type":"string","title":"Text"},"mentioned_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mentioned At"}},"type":"object","required":["text"],"title":"EntityObservationResponse","description":"An observation about an entity."},"type":"array","title":"Observations"}},"type":"object","required":["entity_id","canonical_name","observations"],"title":"EntityStateResponse","description":"Current mental model of an entity."},"type":"object"},{"type":"null"}],"title":"Entities","description":"Entity states for entities mentioned in results"},"chunks":{"anyOf":[{"additionalProperties":{"properties":{"id":{"type":"string","title":"Id"},"text":{"type":"string","title":"Text"},"chunk_index":{"type":"integer","title":"Chunk Index"},"truncated":{"type":"boolean","title":"Truncated","description":"Whether the chunk text was truncated due to token limits","default":false}},"type":"object","required":["id","text","chunk_index"],"title":"ChunkData","description":"Chunk data for a single chunk."},"type":"object"},{"type":"null"}],"title":"Chunks","description":"Chunks for facts, keyed by chunk_id"}},"type":"object","required":["results"],"title":"RecallResponse","description":"Response model for recall endpoints.","example":{"chunks":{"456e7890-e12b-34d5-a678-901234567890":{"chunk_index":0,"id":"456e7890-e12b-34d5-a678-901234567890","text":"Alice works at Google on the AI team. She's been there for 3 years..."}},"entities":{"Alice":{"canonical_name":"Alice","entity_id":"123e4567-e89b-12d3-a456-426614174001","observations":[{"mentioned_at":"2024-01-15T10:30:00Z","text":"Alice works at Google on the AI team"}]}},"results":[{"chunk_id":"456e7890-e12b-34d5-a678-901234567890","context":"work info","entities":["Alice","Google"],"id":"123e4567-e89b-12d3-a456-426614174000","occurred_end":"2024-01-15T10:30:00Z","occurred_start":"2024-01-15T10:30:00Z","text":"Alice works at Google on the AI team","type":"world"}],"trace":{"num_results":1,"query":"What did Alice say about machine learning?","time_seconds":0.123}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/reflect.api.mdx b/hindsight-docs/docs/api-reference/endpoints/reflect.api.mdx
new file mode 100644
index 00000000..f63f0f42
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/reflect.api.mdx
@@ -0,0 +1,79 @@
+---
+id: reflect
+title: "Reflect and generate answer"
+description: "Reflect and formulate an answer using bank identity, world facts, and opinions."
+sidebar_label: "Reflect and generate answer"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "post api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Reflect and generate answer"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"post"}
+  path={"/v1/default/banks/{bank_id}/reflect"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Reflect and formulate an answer using bank identity, world facts, and opinions.
+
+    This endpoint:
+    1. Retrieves experience (conversations and events)
+    2. Retrieves world facts relevant to the query
+    3. Retrieves existing opinions (bank's perspectives)
+    4. Uses LLM to formulate a contextual answer
+    5. Extracts and stores any new opinions formed
+    6. Returns plain text answer, the facts used, and new opinions
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"query":{"type":"string","title":"Query"},"budget":{"default":"low","type":"string","enum":["low","mid","high"],"title":"Budget","description":"Budget levels for recall/reflect operations."},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"filters":{"anyOf":[{"items":{"properties":{"key":{"type":"string","title":"Key","description":"Metadata key to filter on"},"value":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Value","description":"Value to match. If None with match_unset=True, matches any record where key is not set."},"match_unset":{"type":"boolean","title":"Match Unset","description":"If True, also match records where this metadata key is not set","default":true}},"type":"object","required":["key"],"title":"MetadataFilter","description":"Filter for metadata fields. Matches records where (key=value) OR (key not set) when match_unset=True.","example":{"key":"source","match_unset":true,"value":"slack"}},"type":"array"},{"type":"null"}],"title":"Filters","description":"Filter by metadata. Multiple filters are ANDed together."},"include":{"description":"Options for including additional data (disabled by default)","properties":{"facts":{"anyOf":[{"properties":{},"type":"object","title":"FactsIncludeOptions","description":"Options for including facts (based_on) in reflect results."},{"type":"null"}],"description":"Include facts that the answer is based on. Set to {} to enable, null to disable (default: disabled)."}},"type":"object","title":"ReflectIncludeOptions"}},"type":"object","required":["query"],"title":"ReflectRequest","description":"Request model for reflect endpoint.","example":{"budget":"low","context":"This is for a research paper on AI ethics","filters":[{"key":"source","match_unset":true,"value":"slack"}],"include":{"facts":{}},"query":"What do you think about artificial intelligence?"}}}}}}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"text":{"type":"string","title":"Text"},"based_on":{"items":{"properties":{"id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Id"},"text":{"type":"string","title":"Text"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"occurred_start":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Occurred Start"},"occurred_end":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Occurred End"}},"type":"object","required":["text"],"title":"ReflectFact","description":"A fact used in think response.","example":{"context":"healthcare discussion","id":"123e4567-e89b-12d3-a456-426614174000","occurred_end":"2024-01-15T10:30:00Z","occurred_start":"2024-01-15T10:30:00Z","text":"AI is used in healthcare","type":"world"}},"type":"array","title":"Based On","default":[]}},"type":"object","required":["text"],"title":"ReflectResponse","description":"Response model for think endpoint.","example":{"based_on":[{"id":"123","text":"AI is used in healthcare","type":"world"},{"id":"456","text":"I discussed AI applications last week","type":"experience"}],"text":"Based on my understanding, AI is a transformative technology..."}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/regenerate-entity-observations.api.mdx b/hindsight-docs/docs/api-reference/endpoints/regenerate-entity-observations.api.mdx
new file mode 100644
index 00000000..626904a8
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/regenerate-entity-observations.api.mdx
@@ -0,0 +1,71 @@
+---
+id: regenerate-entity-observations
+title: "Regenerate entity observations"
+description: "Regenerate observations for an entity based on all facts mentioning it."
+sidebar_label: "Regenerate entity observations"
+hide_title: true
+hide_table_of_contents: true
+api: eJy9Vl1z4jYU/Sua+9TOGGwTkm39lqZpm85mk0loH8owjLAvoI0seSVBlvH4v3eubMcGCtvZ7pQXQLo69+ucK5WQoU2NKJzQChJ4whUqNNwh0wuLZstpw7KlNowrhsoJt2MLbjFjWjEuJVvy1FmW05ZWQq2YcEMIQBcEI7S6yyAB84Y7rzHmfXgIoOCG5+jQWEimJSieIySw4OplLjIIQFB0BXdrCMDgp40wmEHizAYDsOkacw5JCW5X0DHrjFArCMAJJ2nhJ65e2F0GVRW8YTdxfAP027oqHn9GALbQyqKlM6Mooq/9Kj9v0hStXW4ke2qMIYBUK4fKkTkvCilSX5zwo6UzZS+OwlBxnag9iOxcbBRUAClXWomUy3md/Gn7m9aSfSDLKoCms/NUb+rgmqNCOVyh6Z29ry3ZjbesAlgKY93cIvoEuNo9LH13951TT5oVtZESqIYt5C+EwJ4JoQpA8v8I95730HJ0POOO74PxLBOUBZePvTLXVGhg9eIjpu6so/sWuwpgj+nUMIe5Pe6jw8/uXGcmtN/1A7M5d19bh/sWg107EsVBZn0RTOvAZod0f+iy6nF4n+fXqj9FGF/ojevGyBA6x9wYvusl+9Cv2ZcC9BI+oPghbw/acJTOz+i4kCczaTdYrjOUfhw2szDzBxmqrNBC+dGHn3leSC+zQ+HB73qtYF8ZMIpG40EUD+LLSRwlF1ESRX/RUKLBGY8ucHx59W6AP/y4GMSj7GLAx5dXg/Ho6ioex+/GURTBnjIauNEgiifxOIlauAMdx5eHzJyWB9w6FVjNVJ8Ke9XmxTLu2K9aryRCNavoE8B4NDoefH9yKbKaDLfGaPP1U68u+xk5SZ3u7f4LmbQTrZqdJuZ7XQfolWhX5wR7j9byFXYsP3ODUDHYhHa/RHbKq3bd2PWo3JW3ru7pNGq6/6Oz1uS3yeTxCLDubY5urYmdhbbOX95uDQmE2zjMcMk30oV0c9uwbC7wKvRqEWjD8u3ercLuVeDv4KX2NWr9C5VZsVo7RpGw68e7I1W2G16Pb/YNqXjqSdXo7h5zbXbseWcd5v4uESmS0juT64Kna2SjIQlqYyQksHausEkYvr6+DrnfHmqzCpuzNnx/d3P74fl2MBpGw7XLJQFv0dg6vHgYDSNaojLlXPV89d5ZzRw5eA/tJVp2KvmGL7Sm8aTmsJBceE77vMumo1PYxj4W31MI/HuMoku6h1nbWFrtP6l6vZ0FsCaiJFMoS4rsDyOripY/bdDsIJnOAthyI/iCOj8tIROWfmeQLLm0eKYc3z012vienUqplYAiAWy53NA/COAFd70nJs2B/9FtVyo/bdbIMzQ+93r/Ok2xcL2TR8OR7vM3IT4+PE+gqv4GTRYCiw==
+sidebar_class_name: "post api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Regenerate entity observations"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"post"}
+  path={"/v1/default/banks/{bank_id}/entities/{entity_id}/regenerate"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Regenerate observations for an entity based on all facts mentioning it.
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}},{"name":"entity_id","in":"path","required":true,"schema":{"type":"string","title":"Entity Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={undefined}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"id":{"type":"string","title":"Id"},"canonical_name":{"type":"string","title":"Canonical Name"},"mention_count":{"type":"integer","title":"Mention Count"},"first_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"First Seen"},"last_seen":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Last Seen"},"metadata":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Metadata"},"observations":{"items":{"properties":{"text":{"type":"string","title":"Text"},"mentioned_at":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Mentioned At"}},"type":"object","required":["text"],"title":"EntityObservationResponse","description":"An observation about an entity."},"type":"array","title":"Observations"}},"type":"object","required":["id","canonical_name","mention_count","observations"],"title":"EntityDetailResponse","description":"Response model for entity detail endpoint.","example":{"canonical_name":"John","first_seen":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","last_seen":"2024-02-01T14:00:00Z","mention_count":15,"observations":[{"mentioned_at":"2024-01-15T10:30:00Z","text":"John works at Google"}]}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/retain-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/retain-memories.api.mdx
new file mode 100644
index 00000000..a6e39078
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/retain-memories.api.mdx
@@ -0,0 +1,100 @@
+---
+id: retain-memories
+title: "Retain memories"
+description: "Retain memory items with automatic fact extraction."
+sidebar_label: "Retain memories"
+hide_title: true
+hide_table_of_contents: true
+api: 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
+sidebar_class_name: "post api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Retain memories"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"post"}
+  path={"/v1/default/banks/{bank_id}/memories"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Retain memory items with automatic fact extraction.
+
+    This is the main endpoint for storing memories. It supports both synchronous and asynchronous processing
+    via the async parameter.
+
+    Features:
+    - Efficient batch processing
+    - Automatic fact extraction from natural language
+    - Entity recognition and linking
+    - Document tracking with automatic upsert (when document_id is provided on items)
+    - Temporal and semantic linking
+    - Optional asynchronous processing
+
+    The system automatically:
+    1. Extracts semantic facts from the content
+    2. Generates embeddings
+    3. Deduplicates similar facts
+    4. Creates temporal, semantic, and entity links
+    5. Tracks document metadata
+
+    When async=true:
+    - Returns immediately after queuing the task
+    - Processing happens in the background
+    - Use the operations endpoint to monitor progress
+
+    When async=false (default):
+    - Waits for processing to complete
+    - Returns after all memories are stored
+
+    Note: If a memory item has a document_id that already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior). Items with the same document_id are grouped together for efficient processing.
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"items":{"items":{"properties":{"content":{"type":"string","title":"Content"},"timestamp":{"anyOf":[{"type":"string","format":"date-time"},{"type":"null"}],"title":"Timestamp"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"metadata":{"anyOf":[{"additionalProperties":{"type":"string"},"type":"object"},{"type":"null"}],"title":"Metadata"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id","description":"Optional document ID for this memory item."}},"type":"object","required":["content"],"title":"MemoryItem","description":"Single memory item for retain.","example":{"content":"Alice mentioned she's working on a new ML model","context":"team meeting","document_id":"meeting_notes_2024_01_15","metadata":{"channel":"engineering","source":"slack"},"timestamp":"2024-01-15T10:30:00Z"}},"type":"array","title":"Items"},"async":{"type":"boolean","title":"Async","description":"If true, process asynchronously in background. If false, wait for completion (default: false)","default":false}},"type":"object","required":["items"],"title":"RetainRequest","description":"Request model for retain endpoint.","example":{"async":false,"items":[{"content":"Alice works at Google","context":"work","document_id":"conversation_123"},{"content":"Bob went hiking yesterday","document_id":"conversation_123","timestamp":"2024-01-15T10:00:00Z"}]}}}}}}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"success":{"type":"boolean","title":"Success"},"bank_id":{"type":"string","title":"Bank Id"},"items_count":{"type":"integer","title":"Items Count"},"async":{"type":"boolean","title":"Async","description":"Whether the operation was processed asynchronously"}},"type":"object","required":["success","bank_id","items_count","async"],"title":"RetainResponse","description":"Response model for retain endpoint.","example":{"async":false,"bank_id":"user123","items_count":2,"success":true}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/search-memories.api.mdx b/hindsight-docs/docs/api-reference/endpoints/search-memories.api.mdx
deleted file mode 100644
index 283c2492..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/search-memories.api.mdx
+++ /dev/null
@@ -1,76 +0,0 @@
----
-id: search-memories
-title: "Search memory"
-description: "Search memory using semantic similarity and spreading activation."
-sidebar_label: "Search memory"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "post api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Search memory"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"post"}
-  path={"/api/v1/memory banks/{agent_id}/memories/search"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Search memory using semantic similarity and spreading activation.
-
-    The fact_type parameter is optional and must be one of:
-    - 'world': General knowledge about people, places, events, and things that happen
-    - 'agent': Memories about what the AI agent did, actions taken, and tasks performed
-    - 'opinion': The memory bank's formed beliefs, perspectives, and viewpoints
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"query":{"type":"string","title":"Query"},"fact_type":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Fact Type"},"thinking_budget":{"type":"integer","title":"Thinking Budget","default":100},"max_tokens":{"type":"integer","title":"Max Tokens","default":4096},"trace":{"type":"boolean","title":"Trace","default":false},"question_date":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Question Date"}},"type":"object","required":["query"],"title":"SearchRequest","description":"Request model for search endpoint.","example":{"fact_type":["world","agent"],"max_tokens":4096,"query":"What did Alice say about machine learning?","question_date":"2023-05-30T23:40:00","thinking_budget":100,"trace":true}}}}}}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"results":{"items":{"properties":{"id":{"type":"string","title":"Id"},"text":{"type":"string","title":"Text"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"event_date":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Event Date"},"document_id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Document Id"}},"type":"object","required":["id","text"],"title":"SearchResult","description":"Single search result item.","example":{"context":"work info","document_id":"session_abc123","event_date":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","text":"Alice works at Google on the AI team","type":"world"}},"type":"array","title":"Results"},"trace":{"anyOf":[{"additionalProperties":true,"type":"object"},{"type":"null"}],"title":"Trace"}},"type":"object","required":["results"],"title":"SearchResponse","description":"Response model for search endpoints.","example":{"results":[{"context":"work info","event_date":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","text":"Alice works at Google on the AI team","type":"world"}],"trace":{"num_results":1,"query":"What did Alice say about machine learning?","time_seconds":0.123}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/sidebar.ts b/hindsight-docs/docs/api-reference/endpoints/sidebar.ts
index f1e9415d..bc70c485 100644
--- a/hindsight-docs/docs/api-reference/endpoints/sidebar.ts
+++ b/hindsight-docs/docs/api-reference/endpoints/sidebar.ts
@@ -4,13 +4,29 @@ const sidebar: SidebarsConfig = {
   apisidebar: [
     {
       type: "doc",
-      id: "api-reference/endpoints/hindsight-api",
+      id: "api-reference/endpoints/hindsight-http-api",
     },
     {
       type: "category",
-      label: "Visualization",
-      collapsed: false,
-      collapsible: false,
+      label: "Monitoring",
+      items: [
+        {
+          type: "doc",
+          id: "api-reference/endpoints/health-endpoint-health-get",
+          label: "Health check endpoint",
+          className: "api-method get",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/metrics-endpoint-metrics-get",
+          label: "Prometheus metrics endpoint",
+          className: "api-method get",
+        },
+      ],
+    },
+    {
+      type: "category",
+      label: "UNTAGGED",
       items: [
         {
           type: "doc",
@@ -18,14 +34,6 @@ const sidebar: SidebarsConfig = {
           label: "Get memory graph data",
           className: "api-method get",
         },
-      ],
-    },
-    {
-      type: "category",
-      label: "Memory Operations",
-      collapsed: false,
-      collapsible: false,
-      items: [
         {
           type: "doc",
           id: "api-reference/endpoints/list-memories",
@@ -34,56 +42,16 @@ const sidebar: SidebarsConfig = {
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/search-memories",
-          label: "Search memory",
+          id: "api-reference/endpoints/recall-memories",
+          label: "Recall memory",
           className: "api-method post",
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/batch-put-memories",
-          label: "Store multiple memories",
+          id: "api-reference/endpoints/reflect",
+          label: "Reflect and generate answer",
           className: "api-method post",
         },
-        {
-          type: "doc",
-          id: "api-reference/endpoints/batch-put-async",
-          label: "Store multiple memories asynchronously",
-          className: "api-method post",
-        },
-        {
-          type: "doc",
-          id: "api-reference/endpoints/list-operations",
-          label: "List async operations",
-          className: "api-method get",
-        },
-        {
-          type: "doc",
-          id: "api-reference/endpoints/cancel-operation",
-          label: "Cancel a pending async operation",
-          className: "api-method delete",
-        },
-      ],
-    },
-    {
-      type: "category",
-      label: "Reasoning",
-      collapsed: false,
-      collapsible: false,
-      items: [
-        {
-          type: "doc",
-          id: "api-reference/endpoints/think",
-          label: "Think and generate answer",
-          className: "api-method post",
-        },
-      ],
-    },
-    {
-      type: "category",
-      label: "Memory Bank Management",
-      collapsed: false,
-      collapsible: false,
-      items: [
         {
           type: "doc",
           id: "api-reference/endpoints/list-banks",
@@ -92,48 +60,28 @@ const sidebar: SidebarsConfig = {
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/get-bank-stats",
+          id: "api-reference/endpoints/get-agent-stats",
           label: "Get statistics for memory bank",
           className: "api-method get",
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/clear-bank-memories",
-          label: "Clear memory bank memories",
-          className: "api-method delete",
-        },
-        {
-          type: "doc",
-          id: "api-reference/endpoints/get-bank-profile",
-          label: "Get memory bank profile",
+          id: "api-reference/endpoints/list-entities",
+          label: "List entities",
           className: "api-method get",
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/update-bank-personality",
-          label: "Update memory bank personality",
-          className: "api-method put",
+          id: "api-reference/endpoints/get-entity",
+          label: "Get entity details",
+          className: "api-method get",
         },
         {
           type: "doc",
-          id: "api-reference/endpoints/add-bank-background",
-          label: "Add/merge memory bank background",
+          id: "api-reference/endpoints/regenerate-entity-observations",
+          label: "Regenerate entity observations",
           className: "api-method post",
         },
-        {
-          type: "doc",
-          id: "api-reference/endpoints/create-or-update-bank",
-          label: "Create or update memory bank",
-          className: "api-method put",
-        },
-      ],
-    },
-    {
-      type: "category",
-      label: "Documents",
-      collapsed: false,
-      collapsible: false,
-      items: [
         {
           type: "doc",
           id: "api-reference/endpoints/list-documents",
@@ -152,6 +100,60 @@ const sidebar: SidebarsConfig = {
           label: "Delete a document",
           className: "api-method delete",
         },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/get-chunk",
+          label: "Get chunk details",
+          className: "api-method get",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/list-operations",
+          label: "List async operations",
+          className: "api-method get",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/cancel-operation",
+          label: "Cancel a pending async operation",
+          className: "api-method delete",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/get-bank-profile",
+          label: "Get memory bank profile",
+          className: "api-method get",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/update-bank-disposition",
+          label: "Update memory bank disposition",
+          className: "api-method put",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/add-bank-background",
+          label: "Add/merge memory bank background",
+          className: "api-method post",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/create-or-update-bank",
+          label: "Create or update memory bank",
+          className: "api-method put",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/retain-memories",
+          label: "Retain memories",
+          className: "api-method post",
+        },
+        {
+          type: "doc",
+          id: "api-reference/endpoints/clear-bank-memories",
+          label: "Clear memory bank memories",
+          className: "api-method delete",
+        },
       ],
     },
   ],
diff --git a/hindsight-docs/docs/api-reference/endpoints/think.api.mdx b/hindsight-docs/docs/api-reference/endpoints/think.api.mdx
deleted file mode 100644
index c07a1e56..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/think.api.mdx
+++ /dev/null
@@ -1,79 +0,0 @@
----
-id: think
-title: "Think and generate answer"
-description: "Think and formulate an answer using memory bank identity, world facts, and opinions."
-sidebar_label: "Think and generate answer"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "post api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Think and generate answer"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"post"}
-  path={"/api/v1/memory banks/{agent_id}/think"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Think and formulate an answer using memory bank identity, world facts, and opinions.
-
-    This endpoint:
-    1. Retrieves agent facts (memory bank's identity)
-    2. Retrieves world facts relevant to the query
-    3. Retrieves existing opinions (memory bank's perspectives)
-    4. Uses LLM to formulate a contextual answer
-    5. Extracts and stores any new opinions formed
-    6. Returns plain text answer, the facts used, and new opinions
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"query":{"type":"string","title":"Query"},"thinking_budget":{"type":"integer","title":"Thinking Budget","default":50},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"}},"type":"object","required":["query"],"title":"ThinkRequest","description":"Request model for think endpoint.","example":{"context":"This is for a research paper on AI ethics","query":"What do you think about artificial intelligence?","thinking_budget":50}}}}}}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"text":{"type":"string","title":"Text"},"based_on":{"items":{"properties":{"id":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Id"},"text":{"type":"string","title":"Text"},"type":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Type"},"context":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Context"},"event_date":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Event Date"}},"type":"object","required":["text"],"title":"ThinkFact","description":"A fact used in think response.","example":{"context":"healthcare discussion","event_date":"2024-01-15T10:30:00Z","id":"123e4567-e89b-12d3-a456-426614174000","text":"AI is used in healthcare","type":"world"}},"type":"array","title":"Based On","default":[]},"new_opinions":{"items":{"type":"string"},"type":"array","title":"New Opinions","default":[]}},"type":"object","required":["text"],"title":"ThinkResponse","description":"Response model for think endpoint.","example":{"based_on":[{"id":"123","text":"AI is used in healthcare","type":"world"},{"id":"456","text":"I discussed AI applications last week","type":"agent"}],"new_opinions":["AI has great potential when used responsibly"],"text":"Based on my understanding, AI is a transformative technology..."}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/update-bank-disposition.api.mdx b/hindsight-docs/docs/api-reference/endpoints/update-bank-disposition.api.mdx
new file mode 100644
index 00000000..03ea968f
--- /dev/null
+++ b/hindsight-docs/docs/api-reference/endpoints/update-bank-disposition.api.mdx
@@ -0,0 +1,71 @@
+---
+id: update-bank-disposition
+title: "Update memory bank disposition"
+description: "Update bank's disposition traits (skepticism, literalism, empathy)"
+sidebar_label: "Update memory bank disposition"
+hide_title: true
+hide_table_of_contents: true
+api: eJztV8tu2zoQ/RViNjcBWL9yuxHQRdoEaIC0DfK4m8AoaGlssaFIlaTsGIb+vRhSjqQojyK4q6JeyeLM8MzwnCNpBxm61MrSS6MhgZsyEx7ZQui7fxzLpCuNk7TGvBXSO3bg7rD0MpWu4ExJj1aocI1FKXy+PQQOpkQrKOksgwSqUPI7lfzeKQgcSmFFgR6tg+R2B1oUCAmEQJkBB0mIqCpwsPizkhYzSLytkINLcywEJDvw25LSnLdSr4CDl17RjY9C37GzDOp6HtPR+Y8m21LO42qp0R61pyVRlkqmAf74h6Oh7DqblZaa8xId/eu2M1hsB9VBKbXHFVrgUIh7WVQFJO85FFLH62kL/6pN548O6bPZsKa6UGztmLeV81Kv2MH0w/6as/cfHoIOoebQntabAJ236U8BaqqrLfOGUVVbWvRM6qWxRRgnoVsqvJcLhYSuyQjYGva8Cdhpk/sUqqJKcwKUGu1khpZhYWhZKBbO/N4Tqgy9SHPMCFVEgl6mh1DXfA/HLH5g6ntEvO0ecW+8bT/zFuZJS5broKUB4JOh3HwuwgxVhTpFllNLWBgr0TFhkdFwMWNCZ+3MMRsRgntRlLTxrh3uUZ8ER7xH0qP6tX67fO90Fk2jg/4yqm3QYHOfFSZDRdhZMAdi7tBqRlAHQBZdabSLoppNJkF4vbJXVZqic8tKscsmGN6s6b39/I6z8Mazng/9Sus1/+sUf53iz3IKDguR3q2sqfQrWnmIem1G7YM/qKovmt5+874WL6xZSoUd7T+2nbjQ8R3ai5Ux79EMun3BGRMFE8yZpd/QFFGvpEa0bCN9zqYTtkVhHTNLhvclWhlmLzVzXlhflS7gbgwFKod2OjuCgR389tj3hgPHSqYYDLLm8O9sNjTF/4SSWVTTqbXGvt0RifNS0ZX0WLhhgDJpb1Xo7bdleKXrs6LmA83W85YUwlqx7VDn3ESApPrCrV5i2Rd0TqyC08aQ50PDMNg1rb5GSOorbt3EdXjXjjdO9/k2TuL4ntpsH/L5+vpiUDCebYE+N0SesvLhldnnkMB4PR1nuBSV8mPilxvvGprV44bVwIEO9rJ98T1tOf5W/tX0Ur40Yb577FJnTq5yz6gLdnxxNrTXZiEo7yG+IaRIAyEbXn8hy9qyq63zWMRHUYqk6TbkuCQHZrPRBDhUVkECufelS8bjzWYzEmF5ZOxq3OS68fnZp9OvV6fvZqPJKPeFosJrtC7Cm44mowndKo3zhdCdvZrPoSKiCqbRN6Veo7tWYf/Ph1TDF3r4jEslZJBCaHnXMOEW1tMAI3ChcRtynaR10z0h5hxy4zwl7XYL4fDGqrqm2z8rtFtIbucc1sJKsaCTvQ00oesMkqVQDl9o9+Cy0c0hew73Xh6axLEWqqJ/wOEOt52vvmAIOYoMbYAQVz/Fjd4F2bbZAxcjh4kZx2mKpX8xdt5R18XNNQ2v+Tyk5wQkYMWGHEFsIlAT+g4OF+7tQAm9qsh3Eogl6fcLCGZRRA==
+sidebar_class_name: "put api-method"
+info_path: docs/api-reference/endpoints/hindsight-http-api
+custom_edit_url: null
+---
+
+import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
+import ParamsDetails from "@theme/ParamsDetails";
+import RequestSchema from "@theme/RequestSchema";
+import StatusCodes from "@theme/StatusCodes";
+import OperationTabs from "@theme/OperationTabs";
+import TabItem from "@theme/TabItem";
+import Heading from "@theme/Heading";
+
+<Heading
+  as={"h1"}
+  className={"openapi__heading"}
+  children={"Update memory bank disposition"}
+>
+</Heading>
+
+<MethodEndpoint
+  method={"put"}
+  path={"/v1/default/banks/{bank_id}/profile"}
+  context={"endpoint"}
+>
+  
+</MethodEndpoint>
+
+
+
+Update bank's disposition traits (skepticism, literalism, empathy)
+
+<Heading
+  id={"request"}
+  as={"h2"}
+  className={"openapi-tabs__heading"}
+  children={"Request"}
+>
+</Heading>
+
+<ParamsDetails
+  parameters={[{"name":"bank_id","in":"path","required":true,"schema":{"type":"string","title":"Bank Id"}}]}
+>
+  
+</ParamsDetails>
+
+<RequestSchema
+  title={"Body"}
+  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"disposition":{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}}},"type":"object","required":["disposition"],"title":"UpdateDispositionRequest","description":"Request model for updating disposition traits."}}}}}
+>
+  
+</RequestSchema>
+
+<StatusCodes
+  id={undefined}
+  label={undefined}
+  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"bank_id":{"type":"string","title":"Bank Id"},"name":{"type":"string","title":"Name"},"disposition":{"properties":{"skepticism":{"type":"integer","maximum":5,"minimum":1,"title":"Skepticism","description":"How skeptical vs trusting (1=trusting, 5=skeptical)"},"literalism":{"type":"integer","maximum":5,"minimum":1,"title":"Literalism","description":"How literally to interpret information (1=flexible, 5=literal)"},"empathy":{"type":"integer","maximum":5,"minimum":1,"title":"Empathy","description":"How much to consider emotional context (1=detached, 5=empathetic)"}},"type":"object","required":["skepticism","literalism","empathy"],"title":"DispositionTraits","description":"Disposition traits that influence how memories are formed and interpreted.","example":{"empathy":3,"literalism":3,"skepticism":3}},"background":{"type":"string","title":"Background"}},"type":"object","required":["bank_id","name","disposition","background"],"title":"BankProfileResponse","description":"Response model for bank profile.","example":{"background":"I am a software engineer with 10 years of experience in startups","bank_id":"user123","disposition":{"empathy":3,"literalism":3,"skepticism":3},"name":"Alice"}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
+>
+  
+</StatusCodes>
+
+
+      
\ No newline at end of file
diff --git a/hindsight-docs/docs/api-reference/endpoints/update-bank-personality.api.mdx b/hindsight-docs/docs/api-reference/endpoints/update-bank-personality.api.mdx
deleted file mode 100644
index e2bb689c..00000000
--- a/hindsight-docs/docs/api-reference/endpoints/update-bank-personality.api.mdx
+++ /dev/null
@@ -1,71 +0,0 @@
----
-id: update-bank-personality
-title: "Update memory bank personality"
-description: "Update memory bank's Big Five personality traits and bias strength"
-sidebar_label: "Update memory bank personality"
-hide_title: true
-hide_table_of_contents: true
-api: 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
-sidebar_class_name: "put api-method"
-info_path: docs/api-reference/endpoints/agent-memory-api
-custom_edit_url: null
----
-
-import MethodEndpoint from "@theme/ApiExplorer/MethodEndpoint";
-import ParamsDetails from "@theme/ParamsDetails";
-import RequestSchema from "@theme/RequestSchema";
-import StatusCodes from "@theme/StatusCodes";
-import OperationTabs from "@theme/OperationTabs";
-import TabItem from "@theme/TabItem";
-import Heading from "@theme/Heading";
-
-<Heading
-  as={"h1"}
-  className={"openapi__heading"}
-  children={"Update memory bank personality"}
->
-</Heading>
-
-<MethodEndpoint
-  method={"put"}
-  path={"/api/v1/memory banks/{agent_id}/profile"}
-  context={"endpoint"}
->
-  
-</MethodEndpoint>
-
-
-
-Update memory bank's Big Five personality traits and bias strength
-
-<Heading
-  id={"request"}
-  as={"h2"}
-  className={"openapi-tabs__heading"}
-  children={"Request"}
->
-</Heading>
-
-<ParamsDetails
-  parameters={[{"name":"agent_id","in":"path","required":true,"schema":{"type":"string","title":"bank ID"}}]}
->
-  
-</ParamsDetails>
-
-<RequestSchema
-  title={"Body"}
-  body={{"required":true,"content":{"application/json":{"schema":{"properties":{"personality":{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}}},"type":"object","required":["personality"],"title":"UpdatePersonalityRequest","description":"Request model for updating personality traits."}}}}}
->
-  
-</RequestSchema>
-
-<StatusCodes
-  id={undefined}
-  label={undefined}
-  responses={{"200":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"agent_id":{"type":"string","title":"bank ID"},"name":{"type":"string","title":"Name"},"personality":{"properties":{"openness":{"type":"number","maximum":1,"minimum":0,"title":"Openness","description":"Openness to experience (0-1)"},"conscientiousness":{"type":"number","maximum":1,"minimum":0,"title":"Conscientiousness","description":"Conscientiousness (0-1)"},"extraversion":{"type":"number","maximum":1,"minimum":0,"title":"Extraversion","description":"Extraversion (0-1)"},"agreeableness":{"type":"number","maximum":1,"minimum":0,"title":"Agreeableness","description":"Agreeableness (0-1)"},"neuroticism":{"type":"number","maximum":1,"minimum":0,"title":"Neuroticism","description":"Neuroticism (0-1)"},"bias_strength":{"type":"number","maximum":1,"minimum":0,"title":"Bias Strength","description":"How strongly personality influences opinions (0-1)"}},"type":"object","required":["openness","conscientiousness","extraversion","agreeableness","neuroticism","bias_strength"],"title":"PersonalityTraits","description":"Personality traits based on Big Five model.","example":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}},"background":{"type":"string","title":"Background"}},"type":"object","required":["agent_id","name","personality","background"],"title":"AgentProfileResponse","description":"Response model for memory bank profile.","example":{"agent_id":"user123","background":"I am a software engineer with 10 years of experience in startups","name":"Alice","personality":{"agreeableness":0.7,"bias_strength":0.7,"conscientiousness":0.6,"extraversion":0.5,"neuroticism":0.3,"openness":0.8}}}}}},"422":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"anyOf":[{"type":"string"},{"type":"integer"}]},"type":"array","title":"Location"},"msg":{"type":"string","title":"Message"},"type":{"type":"string","title":"Error Type"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError"},"type":"array","title":"Detail"}},"type":"object","title":"HTTPValidationError"}}}}}}
->
-  
-</StatusCodes>
-
-
-      
\ No newline at end of file
diff --git a/hindsight-docs/openapi.json b/hindsight-docs/openapi.json
index 37d0fa64..697acd22 100644
--- a/hindsight-docs/openapi.json
+++ b/hindsight-docs/openapi.json
@@ -1,8 +1,8 @@
 {
   "openapi": "3.1.0",
   "info": {
-    "title": "Agent Memory API",
-    "description": "\nA temporal-semantic memory system for AI agents that stores, retrieves, and reasons over memories.\n\n## Features\n\n* **Batch Memory Storage**: Store multiple memories efficiently with automatic fact extraction\n* **Semantic Search**: Find relevant memories using natural language queries\n* **Fact Type Filtering**: Search across world facts, agent actions, and opinions separately\n* **Think Endpoint**: Generate contextual answers based on agent identity and memories\n* **Graph Visualization**: Interactive memory graph visualization\n* **Document Tracking**: Track and manage memory documents with upsert support\n\n## Architecture\n\nThe system uses:\n- **Temporal Links**: Connect memories that are close in time\n- **Semantic Links**: Connect semantically similar memories\n- **Entity Links**: Connect memories that mention the same entities\n- **Spreading Activation**: Intelligent traversal for memory retrieval\n        ",
+    "title": "Hindsight HTTP API",
+    "description": "HTTP API for Hindsight",
     "contact": {
       "name": "Memory System"
     },
@@ -13,26 +13,63 @@
     "version": "1.0.0"
   },
   "paths": {
-    "/api/v1/agents/{agent_id}/graph": {
+    "/health": {
       "get": {
         "tags": [
-          "Visualization"
+          "Monitoring"
         ],
+        "summary": "Health check endpoint",
+        "description": "Checks the health of the API and database connection",
+        "operationId": "health_endpoint_health_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {}
+              }
+            }
+          }
+        }
+      }
+    },
+    "/metrics": {
+      "get": {
+        "tags": [
+          "Monitoring"
+        ],
+        "summary": "Prometheus metrics endpoint",
+        "description": "Exports metrics in Prometheus format for scraping",
+        "operationId": "metrics_endpoint_metrics_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {}
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/graph": {
+      "get": {
         "summary": "Get memory graph data",
-        "description": "Retrieve graph data for visualization, optionally filtered by fact_type (world/agent/opinion). Limited to 1000 most recent items.",
+        "description": "Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion). Limited to 1000 most recent items.",
         "operationId": "get_graph",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
-            "name": "fact_type",
+            "name": "type",
             "in": "query",
             "required": false,
             "schema": {
@@ -44,7 +81,7 @@
                   "type": "null"
                 }
               ],
-              "title": "Fact Type"
+              "title": "Type"
             }
           }
         ],
@@ -72,26 +109,23 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/memories/list": {
+    "/v1/default/banks/{bank_id}/memories/list": {
       "get": {
-        "tags": [
-          "Memory Operations"
-        ],
         "summary": "List memory units",
-        "description": "List memory units with pagination and optional full-text search. Supports filtering by fact_type.",
+        "description": "List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC).",
         "operationId": "list_memories",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
-            "name": "fact_type",
+            "name": "type",
             "in": "query",
             "required": false,
             "schema": {
@@ -103,7 +137,7 @@
                   "type": "null"
                 }
               ],
-              "title": "Fact Type"
+              "title": "Type"
             }
           },
           {
@@ -167,22 +201,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/memories/search": {
+    "/v1/default/banks/{bank_id}/memories/recall": {
       "post": {
-        "tags": [
-          "Memory Operations"
-        ],
-        "summary": "Search memory",
-        "description": "Search memory using semantic similarity and spreading activation.\n\n    The fact_type parameter is optional and must be one of:\n    - 'world': General knowledge about people, places, events, and things that happen\n    - 'agent': Memories about what the AI agent did, actions taken, and tasks performed\n    - 'opinion': The agent's formed beliefs, perspectives, and viewpoints",
-        "operationId": "search_memories",
+        "summary": "Recall memory",
+        "description": "Recall memory using semantic similarity and spreading activation.\n\n    The type parameter is optional and must be one of:\n    - 'world': General knowledge about people, places, events, and things that happen\n    - 'experience': Memories about experience, conversations, actions taken, and tasks performed\n    - 'opinion': The bank's formed beliefs, perspectives, and viewpoints\n\n    Set include_entities=true to get entity observations alongside recall results.",
+        "operationId": "recall_memories",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -191,7 +222,7 @@
           "content": {
             "application/json": {
               "schema": {
-                "$ref": "#/components/schemas/SearchRequest"
+                "$ref": "#/components/schemas/RecallRequest"
               }
             }
           }
@@ -202,7 +233,7 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/SearchResponse"
+                  "$ref": "#/components/schemas/RecallResponse"
                 }
               }
             }
@@ -220,22 +251,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/think": {
+    "/v1/default/banks/{bank_id}/reflect": {
       "post": {
-        "tags": [
-          "Reasoning"
-        ],
-        "summary": "Think and generate answer",
-        "description": "Think and formulate an answer using agent identity, world facts, and opinions.\n\n    This endpoint:\n    1. Retrieves agent facts (agent's identity)\n    2. Retrieves world facts relevant to the query\n    3. Retrieves existing opinions (agent's perspectives)\n    4. Uses LLM to formulate a contextual answer\n    5. Extracts and stores any new opinions formed\n    6. Returns plain text answer, the facts used, and new opinions",
-        "operationId": "think",
+        "summary": "Reflect and generate answer",
+        "description": "Reflect and formulate an answer using bank identity, world facts, and opinions.\n\n    This endpoint:\n    1. Retrieves experience (conversations and events)\n    2. Retrieves world facts relevant to the query\n    3. Retrieves existing opinions (bank's perspectives)\n    4. Uses LLM to formulate a contextual answer\n    5. Extracts and stores any new opinions formed\n    6. Returns plain text answer, the facts used, and new opinions",
+        "operationId": "reflect",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -244,7 +272,7 @@
           "content": {
             "application/json": {
               "schema": {
-                "$ref": "#/components/schemas/ThinkRequest"
+                "$ref": "#/components/schemas/ReflectRequest"
               }
             }
           }
@@ -255,7 +283,7 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/ThinkResponse"
+                  "$ref": "#/components/schemas/ReflectResponse"
                 }
               }
             }
@@ -273,21 +301,18 @@
         }
       }
     },
-    "/api/v1/agents": {
+    "/v1/default/banks": {
       "get": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "List all agents",
+        "summary": "List all memory banks",
         "description": "Get a list of all agents with their profiles",
-        "operationId": "list_agents",
+        "operationId": "list_banks",
         "responses": {
           "200": {
             "description": "Successful Response",
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/AgentListResponse"
+                  "$ref": "#/components/schemas/BankListResponse"
                 }
               }
             }
@@ -295,22 +320,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/stats": {
+    "/v1/default/banks/{bank_id}/stats": {
       "get": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Get memory statistics for an agent",
+        "summary": "Get statistics for memory bank",
         "description": "Get statistics about nodes and links for a specific agent",
         "operationId": "get_agent_stats",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -336,22 +358,169 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/documents": {
+    "/v1/default/banks/{bank_id}/entities": {
       "get": {
-        "tags": [
-          "Documents"
+        "summary": "List entities",
+        "description": "List all entities (people, organizations, etc.) known by the bank, ordered by mention count.",
+        "operationId": "list_entities",
+        "parameters": [
+          {
+            "name": "bank_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Bank Id"
+            }
+          },
+          {
+            "name": "limit",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "type": "integer",
+              "description": "Maximum number of entities to return",
+              "default": 100,
+              "title": "Limit"
+            },
+            "description": "Maximum number of entities to return"
+          }
         ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/EntityListResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/entities/{entity_id}": {
+      "get": {
+        "summary": "Get entity details",
+        "description": "Get detailed information about an entity including observations (mental model).",
+        "operationId": "get_entity",
+        "parameters": [
+          {
+            "name": "bank_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Bank Id"
+            }
+          },
+          {
+            "name": "entity_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Entity Id"
+            }
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/EntityDetailResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/entities/{entity_id}/regenerate": {
+      "post": {
+        "summary": "Regenerate entity observations",
+        "description": "Regenerate observations for an entity based on all facts mentioning it.",
+        "operationId": "regenerate_entity_observations",
+        "parameters": [
+          {
+            "name": "bank_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Bank Id"
+            }
+          },
+          {
+            "name": "entity_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Entity Id"
+            }
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/EntityDetailResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/documents": {
+      "get": {
         "summary": "List documents",
         "description": "List documents with pagination and optional search. Documents are the source content from which memory units are extracted.",
         "operationId": "list_documents",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
@@ -415,22 +584,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/documents/{document_id}": {
+    "/v1/default/banks/{bank_id}/documents/{document_id}": {
       "get": {
-        "tags": [
-          "Documents"
-        ],
         "summary": "Get document details",
         "description": "Get a specific document including its original text",
         "operationId": "get_document",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
@@ -467,20 +633,17 @@
         }
       },
       "delete": {
-        "tags": [
-          "Documents"
-        ],
         "summary": "Delete a document",
         "description": "Delete a document and all its associated memory units and links.\n\nThis will cascade delete:\n- The document itself\n- All memory units extracted from this document\n- All links (temporal, semantic, entity) associated with those memory units\n\nThis operation cannot be undone.",
         "operationId": "delete_document",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
@@ -515,187 +678,59 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/memories": {
-      "post": {
-        "tags": [
-          "Memory Operations"
-        ],
-        "summary": "Store multiple memories",
-        "description": "Store multiple memory items in batch with automatic fact extraction.\n\n    Features:\n    - Efficient batch processing\n    - Automatic fact extraction from natural language\n    - Entity recognition and linking\n    - Document tracking with automatic upsert (when document_id is provided)\n    - Temporal and semantic linking\n\n    The system automatically:\n    1. Extracts semantic facts from the content\n    2. Generates embeddings\n    3. Deduplicates similar facts\n    4. Creates temporal, semantic, and entity links\n    5. Tracks document metadata\n\n    Note: If document_id is provided and already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).",
-        "operationId": "batch_put_memories",
-        "parameters": [
-          {
-            "name": "agent_id",
-            "in": "path",
-            "required": true,
-            "schema": {
-              "type": "string",
-              "title": "Agent Id"
-            }
-          }
-        ],
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/BatchPutRequest"
-              }
-            }
-          }
-        },
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/BatchPutResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      },
-      "delete": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Clear agent memories",
-        "description": "Delete memory units for an agent. Optionally filter by fact_type (world, agent, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The agent profile (personality and background) will be preserved.",
-        "operationId": "clear_agent_memories",
-        "parameters": [
-          {
-            "name": "agent_id",
-            "in": "path",
-            "required": true,
-            "schema": {
-              "type": "string",
-              "title": "Agent Id"
-            }
-          },
-          {
-            "name": "fact_type",
-            "in": "query",
-            "required": false,
-            "schema": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "description": "Optional fact type filter (world, agent, opinion)",
-              "title": "Fact Type"
-            },
-            "description": "Optional fact type filter (world, agent, opinion)"
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/DeleteResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
-    "/api/v1/agents/{agent_id}/memories/async": {
-      "post": {
-        "tags": [
-          "Memory Operations"
-        ],
-        "summary": "Store multiple memories asynchronously",
-        "description": "Store multiple memory items in batch asynchronously using the task backend.\n\n    This endpoint returns immediately after queuing the task, without waiting for completion.\n    The actual processing happens in the background.\n\n    Features:\n    - Immediate response (non-blocking)\n    - Background processing via task queue\n    - Efficient batch processing\n    - Automatic fact extraction from natural language\n    - Entity recognition and linking\n    - Document tracking with automatic upsert (when document_id is provided)\n    - Temporal and semantic linking\n\n    The system automatically:\n    1. Queues the batch put task\n    2. Returns immediately with success=True, queued=True\n    3. Processes in background: extracts facts, generates embeddings, creates links\n\n    Note: If document_id is provided and already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).",
-        "operationId": "batch_put_async",
-        "parameters": [
-          {
-            "name": "agent_id",
-            "in": "path",
-            "required": true,
-            "schema": {
-              "type": "string",
-              "title": "Agent Id"
-            }
-          }
-        ],
-        "requestBody": {
-          "required": true,
-          "content": {
-            "application/json": {
-              "schema": {
-                "$ref": "#/components/schemas/BatchPutRequest"
-              }
-            }
-          }
-        },
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/BatchPutAsyncResponse"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
-    "/api/v1/agents/{agent_id}/operations": {
+    "/v1/default/chunks/{chunk_id}": {
       "get": {
-        "tags": [
-          "Memory Operations"
+        "summary": "Get chunk details",
+        "description": "Get a specific chunk by its ID",
+        "operationId": "get_chunk",
+        "parameters": [
+          {
+            "name": "chunk_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Chunk Id"
+            }
+          }
         ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/ChunkResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/operations": {
+      "get": {
         "summary": "List async operations",
         "description": "Get a list of all async operations (pending and failed) for a specific agent, including error messages for failed operations",
         "operationId": "list_operations",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -721,22 +756,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/operations/{operation_id}": {
+    "/v1/default/banks/{bank_id}/operations/{operation_id}": {
       "delete": {
-        "tags": [
-          "Memory Operations"
-        ],
         "summary": "Cancel a pending async operation",
         "description": "Cancel a pending async operation by removing it from the queue",
         "operationId": "cancel_operation",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           },
           {
@@ -771,72 +803,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/memories/{unit_id}": {
-      "delete": {
-        "tags": [
-          "Memory Operations"
-        ],
-        "summary": "Delete a memory unit",
-        "description": "Delete a single memory unit and all its associated links (temporal, semantic, and entity links)",
-        "operationId": "delete_memory_unit",
-        "parameters": [
-          {
-            "name": "agent_id",
-            "in": "path",
-            "required": true,
-            "schema": {
-              "type": "string",
-              "title": "Agent Id"
-            }
-          },
-          {
-            "name": "unit_id",
-            "in": "path",
-            "required": true,
-            "schema": {
-              "type": "string",
-              "title": "Unit Id"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {}
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
-    "/api/v1/agents/{agent_id}/profile": {
+    "/v1/default/banks/{bank_id}/profile": {
       "get": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Get agent profile",
-        "description": "Get personality traits and background for an agent. Auto-creates agent with defaults if not exists.",
-        "operationId": "get_agent_profile",
+        "summary": "Get memory bank profile",
+        "description": "Get disposition traits and background for a memory bank. Auto-creates agent with defaults if not exists.",
+        "operationId": "get_bank_profile",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -846,7 +825,7 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/AgentProfileResponse"
+                  "$ref": "#/components/schemas/BankProfileResponse"
                 }
               }
             }
@@ -864,20 +843,17 @@
         }
       },
       "put": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Update agent personality",
-        "description": "Update agent's Big Five personality traits and bias strength",
-        "operationId": "update_agent_personality",
+        "summary": "Update memory bank disposition",
+        "description": "Update bank's disposition traits (skepticism, literalism, empathy)",
+        "operationId": "update_bank_disposition",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -886,7 +862,7 @@
           "content": {
             "application/json": {
               "schema": {
-                "$ref": "#/components/schemas/UpdatePersonalityRequest"
+                "$ref": "#/components/schemas/UpdateDispositionRequest"
               }
             }
           }
@@ -897,7 +873,7 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/AgentProfileResponse"
+                  "$ref": "#/components/schemas/BankProfileResponse"
                 }
               }
             }
@@ -915,22 +891,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}/background": {
+    "/v1/default/banks/{bank_id}/background": {
       "post": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Add/merge agent background",
-        "description": "Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers personality traits.",
-        "operationId": "add_agent_background",
+        "summary": "Add/merge memory bank background",
+        "description": "Add new background information or merge with existing. LLM intelligently resolves conflicts, normalizes to first person, and optionally infers disposition traits.",
+        "operationId": "add_bank_background",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -968,22 +941,19 @@
         }
       }
     },
-    "/api/v1/agents/{agent_id}": {
+    "/v1/default/banks/{bank_id}": {
       "put": {
-        "tags": [
-          "Agent Management"
-        ],
-        "summary": "Create or update agent",
-        "description": "Create a new agent or update existing agent with personality and background. Auto-fills missing fields with defaults.",
-        "operationId": "create_or_update_agent",
+        "summary": "Create or update memory bank",
+        "description": "Create a new agent or update existing agent with disposition and background. Auto-fills missing fields with defaults.",
+        "operationId": "create_or_update_bank",
         "parameters": [
           {
-            "name": "agent_id",
+            "name": "bank_id",
             "in": "path",
             "required": true,
             "schema": {
               "type": "string",
-              "title": "Agent Id"
+              "title": "Bank Id"
             }
           }
         ],
@@ -992,7 +962,7 @@
           "content": {
             "application/json": {
               "schema": {
-                "$ref": "#/components/schemas/CreateAgentRequest"
+                "$ref": "#/components/schemas/CreateBankRequest"
               }
             }
           }
@@ -1003,7 +973,113 @@
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/AgentProfileResponse"
+                  "$ref": "#/components/schemas/BankProfileResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/default/banks/{bank_id}/memories": {
+      "post": {
+        "summary": "Retain memories",
+        "description": "Retain memory items with automatic fact extraction.\n\n    This is the main endpoint for storing memories. It supports both synchronous and asynchronous processing\n    via the async parameter.\n\n    Features:\n    - Efficient batch processing\n    - Automatic fact extraction from natural language\n    - Entity recognition and linking\n    - Document tracking with automatic upsert (when document_id is provided on items)\n    - Temporal and semantic linking\n    - Optional asynchronous processing\n\n    The system automatically:\n    1. Extracts semantic facts from the content\n    2. Generates embeddings\n    3. Deduplicates similar facts\n    4. Creates temporal, semantic, and entity links\n    5. Tracks document metadata\n\n    When async=true:\n    - Returns immediately after queuing the task\n    - Processing happens in the background\n    - Use the operations endpoint to monitor progress\n\n    When async=false (default):\n    - Waits for processing to complete\n    - Returns after all memories are stored\n\n    Note: If a memory item has a document_id that already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior). Items with the same document_id are grouped together for efficient processing.",
+        "operationId": "retain_memories",
+        "parameters": [
+          {
+            "name": "bank_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Bank Id"
+            }
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RetainRequest"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/RetainResponse"
+                }
+              }
+            }
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      },
+      "delete": {
+        "summary": "Clear memory bank memories",
+        "description": "Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.",
+        "operationId": "clear_bank_memories",
+        "parameters": [
+          {
+            "name": "bank_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "title": "Bank Id"
+            }
+          },
+          {
+            "name": "type",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional fact type filter (world, experience, opinion)",
+              "title": "Type"
+            },
+            "description": "Optional fact type filter (world, experience, opinion)"
+          }
+        ],
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/DeleteResponse"
                 }
               }
             }
@@ -1031,10 +1107,10 @@
             "title": "Content",
             "description": "New background information to add or merge"
           },
-          "update_personality": {
+          "update_disposition": {
             "type": "boolean",
-            "title": "Update Personality",
-            "description": "If true, infer Big Five personality traits from the merged background (default: true)",
+            "title": "Update Disposition",
+            "description": "If true, infer disposition traits from the merged background (default: true)",
             "default": true
           }
         },
@@ -1046,21 +1122,53 @@
         "description": "Request model for adding/merging background information.",
         "example": {
           "content": "I was born in Texas",
-          "update_personality": true
+          "update_disposition": true
         }
       },
-      "AgentListItem": {
+      "BackgroundResponse": {
         "properties": {
-          "agent_id": {
+          "background": {
             "type": "string",
-            "title": "Agent Id"
+            "title": "Background"
+          },
+          "disposition": {
+            "anyOf": [
+              {
+                "$ref": "#/components/schemas/DispositionTraits"
+              },
+              {
+                "type": "null"
+              }
+            ]
+          }
+        },
+        "type": "object",
+        "required": [
+          "background"
+        ],
+        "title": "BackgroundResponse",
+        "description": "Response model for background update.",
+        "example": {
+          "background": "I was born in Texas. I am a software engineer with 10 years of experience.",
+          "disposition": {
+            "empathy": 3,
+            "literalism": 3,
+            "skepticism": 3
+          }
+        }
+      },
+      "BankListItem": {
+        "properties": {
+          "bank_id": {
+            "type": "string",
+            "title": "Bank Id"
           },
           "name": {
             "type": "string",
             "title": "Name"
           },
-          "personality": {
-            "$ref": "#/components/schemas/PersonalityTraits"
+          "disposition": {
+            "$ref": "#/components/schemas/DispositionTraits"
           },
           "background": {
             "type": "string",
@@ -1091,62 +1199,59 @@
         },
         "type": "object",
         "required": [
-          "agent_id",
+          "bank_id",
           "name",
-          "personality",
+          "disposition",
           "background"
         ],
-        "title": "AgentListItem",
-        "description": "Agent list item with profile summary."
+        "title": "BankListItem",
+        "description": "Bank list item with profile summary."
       },
-      "AgentListResponse": {
+      "BankListResponse": {
         "properties": {
-          "agents": {
+          "banks": {
             "items": {
-              "$ref": "#/components/schemas/AgentListItem"
+              "$ref": "#/components/schemas/BankListItem"
             },
             "type": "array",
-            "title": "Agents"
+            "title": "Banks"
           }
         },
         "type": "object",
         "required": [
-          "agents"
+          "banks"
         ],
-        "title": "AgentListResponse",
-        "description": "Response model for listing all agents.",
+        "title": "BankListResponse",
+        "description": "Response model for listing all banks.",
         "example": {
-          "agents": [
+          "banks": [
             {
-              "agent_id": "user123",
               "background": "I am a software engineer",
+              "bank_id": "user123",
               "created_at": "2024-01-15T10:30:00Z",
-              "name": "Alice",
-              "personality": {
-                "agreeableness": 0.5,
-                "bias_strength": 0.5,
-                "conscientiousness": 0.5,
-                "extraversion": 0.5,
-                "neuroticism": 0.5,
-                "openness": 0.5
+              "disposition": {
+                "empathy": 3,
+                "literalism": 3,
+                "skepticism": 3
               },
+              "name": "Alice",
               "updated_at": "2024-01-16T14:20:00Z"
             }
           ]
         }
       },
-      "AgentProfileResponse": {
+      "BankProfileResponse": {
         "properties": {
-          "agent_id": {
+          "bank_id": {
             "type": "string",
-            "title": "Agent Id"
+            "title": "Bank Id"
           },
           "name": {
             "type": "string",
             "title": "Name"
           },
-          "personality": {
-            "$ref": "#/components/schemas/PersonalityTraits"
+          "disposition": {
+            "$ref": "#/components/schemas/DispositionTraits"
           },
           "background": {
             "type": "string",
@@ -1155,204 +1260,125 @@
         },
         "type": "object",
         "required": [
-          "agent_id",
+          "bank_id",
           "name",
-          "personality",
+          "disposition",
           "background"
         ],
-        "title": "AgentProfileResponse",
-        "description": "Response model for agent profile.",
+        "title": "BankProfileResponse",
+        "description": "Response model for bank profile.",
         "example": {
-          "agent_id": "user123",
           "background": "I am a software engineer with 10 years of experience in startups",
-          "name": "Alice",
-          "personality": {
-            "agreeableness": 0.7,
-            "bias_strength": 0.7,
-            "conscientiousness": 0.6,
-            "extraversion": 0.5,
-            "neuroticism": 0.3,
-            "openness": 0.8
-          }
+          "bank_id": "user123",
+          "disposition": {
+            "empathy": 3,
+            "literalism": 3,
+            "skepticism": 3
+          },
+          "name": "Alice"
         }
       },
-      "BackgroundResponse": {
-        "properties": {
-          "background": {
-            "type": "string",
-            "title": "Background"
-          },
-          "personality": {
-            "anyOf": [
-              {
-                "$ref": "#/components/schemas/PersonalityTraits"
-              },
-              {
-                "type": "null"
-              }
-            ]
-          }
-        },
-        "type": "object",
-        "required": [
-          "background"
+      "Budget": {
+        "type": "string",
+        "enum": [
+          "low",
+          "mid",
+          "high"
         ],
-        "title": "BackgroundResponse",
-        "description": "Response model for background update.",
-        "example": {
-          "background": "I was born in Texas. I am a software engineer with 10 years of experience.",
-          "personality": {
-            "agreeableness": 0.8,
-            "bias_strength": 0.6,
-            "conscientiousness": 0.6,
-            "extraversion": 0.5,
-            "neuroticism": 0.4,
-            "openness": 0.7
-          }
-        }
+        "title": "Budget",
+        "description": "Budget levels for recall/reflect operations."
       },
-      "BatchPutAsyncResponse": {
+      "ChunkData": {
         "properties": {
-          "success": {
-            "type": "boolean",
-            "title": "Success"
-          },
-          "message": {
+          "id": {
             "type": "string",
-            "title": "Message"
+            "title": "Id"
           },
-          "agent_id": {
+          "text": {
             "type": "string",
-            "title": "Agent Id"
+            "title": "Text"
           },
-          "document_id": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Document Id"
-          },
-          "items_count": {
+          "chunk_index": {
             "type": "integer",
-            "title": "Items Count"
+            "title": "Chunk Index"
           },
-          "queued": {
+          "truncated": {
             "type": "boolean",
-            "title": "Queued"
+            "title": "Truncated",
+            "description": "Whether the chunk text was truncated due to token limits",
+            "default": false
           }
         },
         "type": "object",
         "required": [
-          "success",
-          "message",
-          "agent_id",
-          "items_count",
-          "queued"
+          "id",
+          "text",
+          "chunk_index"
         ],
-        "title": "BatchPutAsyncResponse",
-        "description": "Response model for async batch put endpoint.",
-        "example": {
-          "agent_id": "user123",
-          "document_id": "conversation_123",
-          "items_count": 2,
-          "message": "Batch put task queued for background processing",
-          "queued": true,
-          "success": true
-        }
+        "title": "ChunkData",
+        "description": "Chunk data for a single chunk."
       },
-      "BatchPutRequest": {
+      "ChunkIncludeOptions": {
         "properties": {
-          "items": {
-            "items": {
-              "$ref": "#/components/schemas/MemoryItem"
-            },
-            "type": "array",
-            "title": "Items"
-          },
-          "document_id": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Document Id"
-          }
-        },
-        "type": "object",
-        "required": [
-          "items"
-        ],
-        "title": "BatchPutRequest",
-        "description": "Request model for batch put endpoint.",
-        "example": {
-          "document_id": "conversation_123",
-          "items": [
-            {
-              "content": "Alice works at Google",
-              "context": "work"
-            },
-            {
-              "content": "Bob went hiking yesterday",
-              "event_date": "2024-01-15T10:00:00Z"
-            }
-          ]
-        }
-      },
-      "BatchPutResponse": {
-        "properties": {
-          "success": {
-            "type": "boolean",
-            "title": "Success"
-          },
-          "message": {
-            "type": "string",
-            "title": "Message"
-          },
-          "agent_id": {
-            "type": "string",
-            "title": "Agent Id"
-          },
-          "document_id": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Document Id"
-          },
-          "items_count": {
+          "max_tokens": {
             "type": "integer",
-            "title": "Items Count"
+            "title": "Max Tokens",
+            "description": "Maximum tokens for chunks (chunks may be truncated)",
+            "default": 8192
+          }
+        },
+        "type": "object",
+        "title": "ChunkIncludeOptions",
+        "description": "Options for including chunks in recall results."
+      },
+      "ChunkResponse": {
+        "properties": {
+          "chunk_id": {
+            "type": "string",
+            "title": "Chunk Id"
+          },
+          "document_id": {
+            "type": "string",
+            "title": "Document Id"
+          },
+          "bank_id": {
+            "type": "string",
+            "title": "Bank Id"
+          },
+          "chunk_index": {
+            "type": "integer",
+            "title": "Chunk Index"
+          },
+          "chunk_text": {
+            "type": "string",
+            "title": "Chunk Text"
+          },
+          "created_at": {
+            "type": "string",
+            "title": "Created At"
           }
         },
         "type": "object",
         "required": [
-          "success",
-          "message",
-          "agent_id",
-          "items_count"
+          "chunk_id",
+          "document_id",
+          "bank_id",
+          "chunk_index",
+          "chunk_text",
+          "created_at"
         ],
-        "title": "BatchPutResponse",
-        "description": "Response model for batch put endpoint.",
+        "title": "ChunkResponse",
+        "description": "Response model for get chunk endpoint.",
         "example": {
-          "agent_id": "user123",
-          "document_id": "conversation_123",
-          "items_count": 2,
-          "message": "Successfully stored 2 memory items",
-          "success": true
+          "bank_id": "user123",
+          "chunk_id": "user123_session_1_0",
+          "chunk_index": 0,
+          "chunk_text": "This is the first chunk of the document...",
+          "created_at": "2024-01-15T10:30:00Z",
+          "document_id": "session_1"
         }
       },
-      "CreateAgentRequest": {
+      "CreateBankRequest": {
         "properties": {
           "name": {
             "anyOf": [
@@ -1365,10 +1391,10 @@
             ],
             "title": "Name"
           },
-          "personality": {
+          "disposition": {
             "anyOf": [
               {
-                "$ref": "#/components/schemas/PersonalityTraits"
+                "$ref": "#/components/schemas/DispositionTraits"
               },
               {
                 "type": "null"
@@ -1388,19 +1414,16 @@
           }
         },
         "type": "object",
-        "title": "CreateAgentRequest",
-        "description": "Request model for creating/updating an agent.",
+        "title": "CreateBankRequest",
+        "description": "Request model for creating/updating a bank.",
         "example": {
           "background": "I am a creative software engineer with 10 years of experience",
-          "name": "Alice",
-          "personality": {
-            "agreeableness": 0.7,
-            "bias_strength": 0.7,
-            "conscientiousness": 0.6,
-            "extraversion": 0.5,
-            "neuroticism": 0.3,
-            "openness": 0.8
-          }
+          "disposition": {
+            "empathy": 3,
+            "literalism": 3,
+            "skepticism": 3
+          },
+          "name": "Alice"
         }
       },
       "DeleteResponse": {
@@ -1408,33 +1431,65 @@
           "success": {
             "type": "boolean",
             "title": "Success"
-          },
-          "message": {
-            "type": "string",
-            "title": "Message"
           }
         },
         "type": "object",
         "required": [
-          "success",
-          "message"
+          "success"
         ],
         "title": "DeleteResponse",
         "description": "Response model for delete operations.",
         "example": {
-          "message": "Resource deleted successfully",
           "success": true
         }
       },
+      "DispositionTraits": {
+        "properties": {
+          "skepticism": {
+            "type": "integer",
+            "maximum": 5.0,
+            "minimum": 1.0,
+            "title": "Skepticism",
+            "description": "How skeptical vs trusting (1=trusting, 5=skeptical)"
+          },
+          "literalism": {
+            "type": "integer",
+            "maximum": 5.0,
+            "minimum": 1.0,
+            "title": "Literalism",
+            "description": "How literally to interpret information (1=flexible, 5=literal)"
+          },
+          "empathy": {
+            "type": "integer",
+            "maximum": 5.0,
+            "minimum": 1.0,
+            "title": "Empathy",
+            "description": "How much to consider emotional context (1=detached, 5=empathetic)"
+          }
+        },
+        "type": "object",
+        "required": [
+          "skepticism",
+          "literalism",
+          "empathy"
+        ],
+        "title": "DispositionTraits",
+        "description": "Disposition traits that influence how memories are formed and interpreted.",
+        "example": {
+          "empathy": 3,
+          "literalism": 3,
+          "skepticism": 3
+        }
+      },
       "DocumentResponse": {
         "properties": {
           "id": {
             "type": "string",
             "title": "Id"
           },
-          "agent_id": {
+          "bank_id": {
             "type": "string",
-            "title": "Agent Id"
+            "title": "Bank Id"
           },
           "original_text": {
             "type": "string",
@@ -1467,7 +1522,7 @@
         "type": "object",
         "required": [
           "id",
-          "agent_id",
+          "bank_id",
           "original_text",
           "content_hash",
           "created_at",
@@ -1477,7 +1532,7 @@
         "title": "DocumentResponse",
         "description": "Response model for get document endpoint.",
         "example": {
-          "agent_id": "user123",
+          "bank_id": "user123",
           "content_hash": "abc123",
           "created_at": "2024-01-15T10:30:00Z",
           "id": "session_1",
@@ -1486,6 +1541,249 @@
           "updated_at": "2024-01-15T10:30:00Z"
         }
       },
+      "EntityDetailResponse": {
+        "properties": {
+          "id": {
+            "type": "string",
+            "title": "Id"
+          },
+          "canonical_name": {
+            "type": "string",
+            "title": "Canonical Name"
+          },
+          "mention_count": {
+            "type": "integer",
+            "title": "Mention Count"
+          },
+          "first_seen": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "First Seen"
+          },
+          "last_seen": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Last Seen"
+          },
+          "metadata": {
+            "anyOf": [
+              {
+                "additionalProperties": true,
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Metadata"
+          },
+          "observations": {
+            "items": {
+              "$ref": "#/components/schemas/EntityObservationResponse"
+            },
+            "type": "array",
+            "title": "Observations"
+          }
+        },
+        "type": "object",
+        "required": [
+          "id",
+          "canonical_name",
+          "mention_count",
+          "observations"
+        ],
+        "title": "EntityDetailResponse",
+        "description": "Response model for entity detail endpoint.",
+        "example": {
+          "canonical_name": "John",
+          "first_seen": "2024-01-15T10:30:00Z",
+          "id": "123e4567-e89b-12d3-a456-426614174000",
+          "last_seen": "2024-02-01T14:00:00Z",
+          "mention_count": 15,
+          "observations": [
+            {
+              "mentioned_at": "2024-01-15T10:30:00Z",
+              "text": "John works at Google"
+            }
+          ]
+        }
+      },
+      "EntityIncludeOptions": {
+        "properties": {
+          "max_tokens": {
+            "type": "integer",
+            "title": "Max Tokens",
+            "description": "Maximum tokens for entity observations",
+            "default": 500
+          }
+        },
+        "type": "object",
+        "title": "EntityIncludeOptions",
+        "description": "Options for including entity observations in recall results."
+      },
+      "EntityListItem": {
+        "properties": {
+          "id": {
+            "type": "string",
+            "title": "Id"
+          },
+          "canonical_name": {
+            "type": "string",
+            "title": "Canonical Name"
+          },
+          "mention_count": {
+            "type": "integer",
+            "title": "Mention Count"
+          },
+          "first_seen": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "First Seen"
+          },
+          "last_seen": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Last Seen"
+          },
+          "metadata": {
+            "anyOf": [
+              {
+                "additionalProperties": true,
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Metadata"
+          }
+        },
+        "type": "object",
+        "required": [
+          "id",
+          "canonical_name",
+          "mention_count"
+        ],
+        "title": "EntityListItem",
+        "description": "Entity list item with summary.",
+        "example": {
+          "canonical_name": "John",
+          "first_seen": "2024-01-15T10:30:00Z",
+          "id": "123e4567-e89b-12d3-a456-426614174000",
+          "last_seen": "2024-02-01T14:00:00Z",
+          "mention_count": 15
+        }
+      },
+      "EntityListResponse": {
+        "properties": {
+          "items": {
+            "items": {
+              "$ref": "#/components/schemas/EntityListItem"
+            },
+            "type": "array",
+            "title": "Items"
+          }
+        },
+        "type": "object",
+        "required": [
+          "items"
+        ],
+        "title": "EntityListResponse",
+        "description": "Response model for entity list endpoint.",
+        "example": {
+          "items": [
+            {
+              "canonical_name": "John",
+              "first_seen": "2024-01-15T10:30:00Z",
+              "id": "123e4567-e89b-12d3-a456-426614174000",
+              "last_seen": "2024-02-01T14:00:00Z",
+              "mention_count": 15
+            }
+          ]
+        }
+      },
+      "EntityObservationResponse": {
+        "properties": {
+          "text": {
+            "type": "string",
+            "title": "Text"
+          },
+          "mentioned_at": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Mentioned At"
+          }
+        },
+        "type": "object",
+        "required": [
+          "text"
+        ],
+        "title": "EntityObservationResponse",
+        "description": "An observation about an entity."
+      },
+      "EntityStateResponse": {
+        "properties": {
+          "entity_id": {
+            "type": "string",
+            "title": "Entity Id"
+          },
+          "canonical_name": {
+            "type": "string",
+            "title": "Canonical Name"
+          },
+          "observations": {
+            "items": {
+              "$ref": "#/components/schemas/EntityObservationResponse"
+            },
+            "type": "array",
+            "title": "Observations"
+          }
+        },
+        "type": "object",
+        "required": [
+          "entity_id",
+          "canonical_name",
+          "observations"
+        ],
+        "title": "EntityStateResponse",
+        "description": "Current mental model of an entity."
+      },
+      "FactsIncludeOptions": {
+        "properties": {},
+        "type": "object",
+        "title": "FactsIncludeOptions",
+        "description": "Options for including facts (based_on) in reflect results."
+      },
       "GraphDataResponse": {
         "properties": {
           "nodes": {
@@ -1572,6 +1870,38 @@
         "type": "object",
         "title": "HTTPValidationError"
       },
+      "IncludeOptions": {
+        "properties": {
+          "entities": {
+            "anyOf": [
+              {
+                "$ref": "#/components/schemas/EntityIncludeOptions"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "Include entity observations. Set to null to disable entity inclusion.",
+            "default": {
+              "max_tokens": 500
+            }
+          },
+          "chunks": {
+            "anyOf": [
+              {
+                "$ref": "#/components/schemas/ChunkIncludeOptions"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "Include raw chunks. Set to {} to enable, null to disable (default: disabled)."
+          }
+        },
+        "type": "object",
+        "title": "IncludeOptions",
+        "description": "Options for including additional data in recall results."
+      },
       "ListDocumentsResponse": {
         "properties": {
           "items": {
@@ -1607,7 +1937,7 @@
         "example": {
           "items": [
             {
-              "agent_id": "user123",
+              "bank_id": "user123",
               "content_hash": "abc123",
               "created_at": "2024-01-15T10:30:00Z",
               "id": "session_1",
@@ -1659,9 +1989,9 @@
               "context": "Work conversation",
               "date": "2024-01-15T10:30:00Z",
               "entities": "Alice (PERSON), Google (ORGANIZATION)",
-              "fact_type": "world",
               "id": "550e8400-e29b-41d4-a716-446655440000",
-              "text": "Alice works at Google on the AI team"
+              "text": "Alice works at Google on the AI team",
+              "type": "world"
             }
           ],
           "limit": 100,
@@ -1675,7 +2005,7 @@
             "type": "string",
             "title": "Content"
           },
-          "event_date": {
+          "timestamp": {
             "anyOf": [
               {
                 "type": "string",
@@ -1685,7 +2015,7 @@
                 "type": "null"
               }
             ],
-            "title": "Event Date"
+            "title": "Timestamp"
           },
           "context": {
             "anyOf": [
@@ -1697,6 +2027,32 @@
               }
             ],
             "title": "Context"
+          },
+          "metadata": {
+            "anyOf": [
+              {
+                "additionalProperties": {
+                  "type": "string"
+                },
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Metadata"
+          },
+          "document_id": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Document Id",
+            "description": "Optional document ID for this memory item."
           }
         },
         "type": "object",
@@ -1704,85 +2060,63 @@
           "content"
         ],
         "title": "MemoryItem",
-        "description": "Single memory item for batch put.",
+        "description": "Single memory item for retain.",
         "example": {
           "content": "Alice mentioned she's working on a new ML model",
           "context": "team meeting",
-          "event_date": "2024-01-15T10:30:00Z"
+          "document_id": "meeting_notes_2024_01_15",
+          "metadata": {
+            "channel": "engineering",
+            "source": "slack"
+          },
+          "timestamp": "2024-01-15T10:30:00Z"
         }
       },
-      "PersonalityTraits": {
+      "MetadataFilter": {
         "properties": {
-          "openness": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Openness",
-            "description": "Openness to experience (0-1)"
+          "key": {
+            "type": "string",
+            "title": "Key",
+            "description": "Metadata key to filter on"
           },
-          "conscientiousness": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Conscientiousness",
-            "description": "Conscientiousness (0-1)"
+          "value": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Value",
+            "description": "Value to match. If None with match_unset=True, matches any record where key is not set."
           },
-          "extraversion": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Extraversion",
-            "description": "Extraversion (0-1)"
-          },
-          "agreeableness": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Agreeableness",
-            "description": "Agreeableness (0-1)"
-          },
-          "neuroticism": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Neuroticism",
-            "description": "Neuroticism (0-1)"
-          },
-          "bias_strength": {
-            "type": "number",
-            "maximum": 1.0,
-            "minimum": 0.0,
-            "title": "Bias Strength",
-            "description": "How strongly personality influences opinions (0-1)"
+          "match_unset": {
+            "type": "boolean",
+            "title": "Match Unset",
+            "description": "If True, also match records where this metadata key is not set",
+            "default": true
           }
         },
         "type": "object",
         "required": [
-          "openness",
-          "conscientiousness",
-          "extraversion",
-          "agreeableness",
-          "neuroticism",
-          "bias_strength"
+          "key"
         ],
-        "title": "PersonalityTraits",
-        "description": "Personality traits based on Big Five model.",
+        "title": "MetadataFilter",
+        "description": "Filter for metadata fields. Matches records where (key=value) OR (key not set) when match_unset=True.",
         "example": {
-          "agreeableness": 0.7,
-          "bias_strength": 0.7,
-          "conscientiousness": 0.6,
-          "extraversion": 0.5,
-          "neuroticism": 0.3,
-          "openness": 0.8
+          "key": "source",
+          "match_unset": true,
+          "value": "slack"
         }
       },
-      "SearchRequest": {
+      "RecallRequest": {
         "properties": {
           "query": {
             "type": "string",
             "title": "Query"
           },
-          "fact_type": {
+          "types": {
             "anyOf": [
               {
                 "items": {
@@ -1794,12 +2128,12 @@
                 "type": "null"
               }
             ],
-            "title": "Fact Type"
+            "title": "Types",
+            "description": "List of fact types to recall (defaults to all if not specified)"
           },
-          "thinking_budget": {
-            "type": "integer",
-            "title": "Thinking Budget",
-            "default": 100
+          "budget": {
+            "$ref": "#/components/schemas/Budget",
+            "default": "mid"
           },
           "max_tokens": {
             "type": "integer",
@@ -1811,7 +2145,7 @@
             "title": "Trace",
             "default": false
           },
-          "question_date": {
+          "query_timestamp": {
             "anyOf": [
               {
                 "type": "string"
@@ -1820,32 +2154,64 @@
                 "type": "null"
               }
             ],
-            "title": "Question Date"
+            "title": "Query Timestamp",
+            "description": "ISO format date string (e.g., '2023-05-30T23:40:00')"
+          },
+          "filters": {
+            "anyOf": [
+              {
+                "items": {
+                  "$ref": "#/components/schemas/MetadataFilter"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Filters",
+            "description": "Filter by metadata. Multiple filters are ANDed together."
+          },
+          "include": {
+            "$ref": "#/components/schemas/IncludeOptions",
+            "description": "Options for including additional data (entities are included by default)"
           }
         },
         "type": "object",
         "required": [
           "query"
         ],
-        "title": "SearchRequest",
-        "description": "Request model for search endpoint.",
+        "title": "RecallRequest",
+        "description": "Request model for recall endpoint.",
         "example": {
-          "fact_type": [
-            "world",
-            "agent"
+          "budget": "mid",
+          "filters": [
+            {
+              "key": "source",
+              "match_unset": true,
+              "value": "slack"
+            }
           ],
+          "include": {
+            "entities": {
+              "max_tokens": 500
+            }
+          },
           "max_tokens": 4096,
           "query": "What did Alice say about machine learning?",
-          "question_date": "2023-05-30T23:40:00",
-          "thinking_budget": 100,
-          "trace": true
+          "query_timestamp": "2023-05-30T23:40:00",
+          "trace": true,
+          "types": [
+            "world",
+            "experience"
+          ]
         }
       },
-      "SearchResponse": {
+      "RecallResponse": {
         "properties": {
           "results": {
             "items": {
-              "$ref": "#/components/schemas/SearchResult"
+              "$ref": "#/components/schemas/RecallResult"
             },
             "type": "array",
             "title": "Results"
@@ -1861,20 +2227,75 @@
               }
             ],
             "title": "Trace"
+          },
+          "entities": {
+            "anyOf": [
+              {
+                "additionalProperties": {
+                  "$ref": "#/components/schemas/EntityStateResponse"
+                },
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Entities",
+            "description": "Entity states for entities mentioned in results"
+          },
+          "chunks": {
+            "anyOf": [
+              {
+                "additionalProperties": {
+                  "$ref": "#/components/schemas/ChunkData"
+                },
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Chunks",
+            "description": "Chunks for facts, keyed by chunk_id"
           }
         },
         "type": "object",
         "required": [
           "results"
         ],
-        "title": "SearchResponse",
-        "description": "Response model for search endpoints.",
+        "title": "RecallResponse",
+        "description": "Response model for recall endpoints.",
         "example": {
+          "chunks": {
+            "456e7890-e12b-34d5-a678-901234567890": {
+              "chunk_index": 0,
+              "id": "456e7890-e12b-34d5-a678-901234567890",
+              "text": "Alice works at Google on the AI team. She's been there for 3 years..."
+            }
+          },
+          "entities": {
+            "Alice": {
+              "canonical_name": "Alice",
+              "entity_id": "123e4567-e89b-12d3-a456-426614174001",
+              "observations": [
+                {
+                  "mentioned_at": "2024-01-15T10:30:00Z",
+                  "text": "Alice works at Google on the AI team"
+                }
+              ]
+            }
+          },
           "results": [
             {
+              "chunk_id": "456e7890-e12b-34d5-a678-901234567890",
               "context": "work info",
-              "event_date": "2024-01-15T10:30:00Z",
+              "entities": [
+                "Alice",
+                "Google"
+              ],
               "id": "123e4567-e89b-12d3-a456-426614174000",
+              "occurred_end": "2024-01-15T10:30:00Z",
+              "occurred_start": "2024-01-15T10:30:00Z",
               "text": "Alice works at Google on the AI team",
               "type": "world"
             }
@@ -1886,7 +2307,7 @@
           }
         }
       },
-      "SearchResult": {
+      "RecallResult": {
         "properties": {
           "id": {
             "type": "string",
@@ -1907,6 +2328,20 @@
             ],
             "title": "Type"
           },
+          "entities": {
+            "anyOf": [
+              {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Entities"
+          },
           "context": {
             "anyOf": [
               {
@@ -1918,7 +2353,7 @@
             ],
             "title": "Context"
           },
-          "event_date": {
+          "occurred_start": {
             "anyOf": [
               {
                 "type": "string"
@@ -1927,7 +2362,29 @@
                 "type": "null"
               }
             ],
-            "title": "Event Date"
+            "title": "Occurred Start"
+          },
+          "occurred_end": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Occurred End"
+          },
+          "mentioned_at": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Mentioned At"
           },
           "document_id": {
             "anyOf": [
@@ -1939,6 +2396,31 @@
               }
             ],
             "title": "Document Id"
+          },
+          "metadata": {
+            "anyOf": [
+              {
+                "additionalProperties": {
+                  "type": "string"
+                },
+                "type": "object"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Metadata"
+          },
+          "chunk_id": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Chunk Id"
           }
         },
         "type": "object",
@@ -1946,18 +2428,28 @@
           "id",
           "text"
         ],
-        "title": "SearchResult",
-        "description": "Single search result item.",
+        "title": "RecallResult",
+        "description": "Single recall result item.",
         "example": {
+          "chunk_id": "456e7890-e12b-34d5-a678-901234567890",
           "context": "work info",
           "document_id": "session_abc123",
-          "event_date": "2024-01-15T10:30:00Z",
+          "entities": [
+            "Alice",
+            "Google"
+          ],
           "id": "123e4567-e89b-12d3-a456-426614174000",
+          "mentioned_at": "2024-01-15T10:30:00Z",
+          "metadata": {
+            "source": "slack"
+          },
+          "occurred_end": "2024-01-15T10:30:00Z",
+          "occurred_start": "2024-01-15T10:30:00Z",
           "text": "Alice works at Google on the AI team",
           "type": "world"
         }
       },
-      "ThinkFact": {
+      "ReflectFact": {
         "properties": {
           "id": {
             "anyOf": [
@@ -1996,7 +2488,7 @@
             ],
             "title": "Context"
           },
-          "event_date": {
+          "occurred_start": {
             "anyOf": [
               {
                 "type": "string"
@@ -2005,33 +2497,62 @@
                 "type": "null"
               }
             ],
-            "title": "Event Date"
+            "title": "Occurred Start"
+          },
+          "occurred_end": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Occurred End"
           }
         },
         "type": "object",
         "required": [
           "text"
         ],
-        "title": "ThinkFact",
+        "title": "ReflectFact",
         "description": "A fact used in think response.",
         "example": {
           "context": "healthcare discussion",
-          "event_date": "2024-01-15T10:30:00Z",
           "id": "123e4567-e89b-12d3-a456-426614174000",
+          "occurred_end": "2024-01-15T10:30:00Z",
+          "occurred_start": "2024-01-15T10:30:00Z",
           "text": "AI is used in healthcare",
           "type": "world"
         }
       },
-      "ThinkRequest": {
+      "ReflectIncludeOptions": {
+        "properties": {
+          "facts": {
+            "anyOf": [
+              {
+                "$ref": "#/components/schemas/FactsIncludeOptions"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "description": "Include facts that the answer is based on. Set to {} to enable, null to disable (default: disabled)."
+          }
+        },
+        "type": "object",
+        "title": "ReflectIncludeOptions",
+        "description": "Options for including additional data in reflect results."
+      },
+      "ReflectRequest": {
         "properties": {
           "query": {
             "type": "string",
             "title": "Query"
           },
-          "thinking_budget": {
-            "type": "integer",
-            "title": "Thinking Budget",
-            "default": 50
+          "budget": {
+            "$ref": "#/components/schemas/Budget",
+            "default": "low"
           },
           "context": {
             "anyOf": [
@@ -2043,21 +2564,50 @@
               }
             ],
             "title": "Context"
+          },
+          "filters": {
+            "anyOf": [
+              {
+                "items": {
+                  "$ref": "#/components/schemas/MetadataFilter"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Filters",
+            "description": "Filter by metadata. Multiple filters are ANDed together."
+          },
+          "include": {
+            "$ref": "#/components/schemas/ReflectIncludeOptions",
+            "description": "Options for including additional data (disabled by default)"
           }
         },
         "type": "object",
         "required": [
           "query"
         ],
-        "title": "ThinkRequest",
-        "description": "Request model for think endpoint.",
+        "title": "ReflectRequest",
+        "description": "Request model for reflect endpoint.",
         "example": {
+          "budget": "low",
           "context": "This is for a research paper on AI ethics",
-          "query": "What do you think about artificial intelligence?",
-          "thinking_budget": 50
+          "filters": [
+            {
+              "key": "source",
+              "match_unset": true,
+              "value": "slack"
+            }
+          ],
+          "include": {
+            "facts": {}
+          },
+          "query": "What do you think about artificial intelligence?"
         }
       },
-      "ThinkResponse": {
+      "ReflectResponse": {
         "properties": {
           "text": {
             "type": "string",
@@ -2065,26 +2615,18 @@
           },
           "based_on": {
             "items": {
-              "$ref": "#/components/schemas/ThinkFact"
+              "$ref": "#/components/schemas/ReflectFact"
             },
             "type": "array",
             "title": "Based On",
             "default": []
-          },
-          "new_opinions": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array",
-            "title": "New Opinions",
-            "default": []
           }
         },
         "type": "object",
         "required": [
           "text"
         ],
-        "title": "ThinkResponse",
+        "title": "ReflectResponse",
         "description": "Response model for think endpoint.",
         "example": {
           "based_on": [
@@ -2096,27 +2638,98 @@
             {
               "id": "456",
               "text": "I discussed AI applications last week",
-              "type": "agent"
+              "type": "experience"
             }
           ],
-          "new_opinions": [
-            "AI has great potential when used responsibly"
-          ],
           "text": "Based on my understanding, AI is a transformative technology..."
         }
       },
-      "UpdatePersonalityRequest": {
+      "RetainRequest": {
         "properties": {
-          "personality": {
-            "$ref": "#/components/schemas/PersonalityTraits"
+          "items": {
+            "items": {
+              "$ref": "#/components/schemas/MemoryItem"
+            },
+            "type": "array",
+            "title": "Items"
+          },
+          "async": {
+            "type": "boolean",
+            "title": "Async",
+            "description": "If true, process asynchronously in background. If false, wait for completion (default: false)",
+            "default": false
           }
         },
         "type": "object",
         "required": [
-          "personality"
+          "items"
         ],
-        "title": "UpdatePersonalityRequest",
-        "description": "Request model for updating personality traits."
+        "title": "RetainRequest",
+        "description": "Request model for retain endpoint.",
+        "example": {
+          "async": false,
+          "items": [
+            {
+              "content": "Alice works at Google",
+              "context": "work",
+              "document_id": "conversation_123"
+            },
+            {
+              "content": "Bob went hiking yesterday",
+              "document_id": "conversation_123",
+              "timestamp": "2024-01-15T10:00:00Z"
+            }
+          ]
+        }
+      },
+      "RetainResponse": {
+        "properties": {
+          "success": {
+            "type": "boolean",
+            "title": "Success"
+          },
+          "bank_id": {
+            "type": "string",
+            "title": "Bank Id"
+          },
+          "items_count": {
+            "type": "integer",
+            "title": "Items Count"
+          },
+          "async": {
+            "type": "boolean",
+            "title": "Async",
+            "description": "Whether the operation was processed asynchronously"
+          }
+        },
+        "type": "object",
+        "required": [
+          "success",
+          "bank_id",
+          "items_count",
+          "async"
+        ],
+        "title": "RetainResponse",
+        "description": "Response model for retain endpoint.",
+        "example": {
+          "async": false,
+          "bank_id": "user123",
+          "items_count": 2,
+          "success": true
+        }
+      },
+      "UpdateDispositionRequest": {
+        "properties": {
+          "disposition": {
+            "$ref": "#/components/schemas/DispositionTraits"
+          }
+        },
+        "type": "object",
+        "required": [
+          "disposition"
+        ],
+        "title": "UpdateDispositionRequest",
+        "description": "Request model for updating disposition traits."
       },
       "ValidationError": {
         "properties": {
@@ -2153,4 +2766,4 @@
       }
     }
   }
-}
+}
\ No newline at end of file
diff --git a/openapi.json b/openapi.json
index 7d0376ab..697acd22 100644
--- a/openapi.json
+++ b/openapi.json
@@ -1042,7 +1042,7 @@
       },
       "delete": {
         "summary": "Clear memory bank memories",
-        "description": "Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (personality and background) will be preserved.",
+        "description": "Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.",
         "operationId": "clear_bank_memories",
         "parameters": [
           {
diff --git a/scripts/generate-openapi.sh b/scripts/generate-openapi.sh
index eb327d4c..f7a9c359 100755
--- a/scripts/generate-openapi.sh
+++ b/scripts/generate-openapi.sh
@@ -1,13 +1,25 @@
 #!/bin/bash
 set -e
 
-# Script to generate OpenAPI specification
-# This runs the generate-openapi command from hindsight-dev
+# Script to generate OpenAPI specification and update documentation
+# This runs the generate-openapi command from hindsight-dev and regenerates docs
 
 cd "$(dirname "$0")/.."
+ROOT_DIR=$(pwd)
 
 echo "Generating OpenAPI specification..."
 cd hindsight-dev
 uv run generate-openapi
 
-echo "OpenAPI spec generated successfully!"
+echo ""
+echo "Copying OpenAPI spec to documentation..."
+cp "$ROOT_DIR/openapi.json" "$ROOT_DIR/hindsight-docs/openapi.json"
+
+echo ""
+echo "Regenerating API reference documentation..."
+cd "$ROOT_DIR/hindsight-docs"
+npx docusaurus clean-api-docs hindsight
+npx docusaurus gen-api-docs hindsight
+
+echo ""
+echo "OpenAPI spec and documentation generated successfully!"