d93dfea8ce
* fix(llamaindex): use uuid for document_id and sync version metadata - Replace timestamp-based document_id with uuid4 hex to prevent collisions on rapid retains (timestamp_ms can duplicate in tight loops) - Sync __version__ in __init__.py to match pyproject.toml (0.1.2) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(docs): pass memory to run() instead of ReActAgent constructor LlamaIndex 0.14.x ReActAgent does not accept a memory parameter in its constructor — it's silently dropped via **kwargs. Memory must be passed to agent.run(memory=...) where AgentWorkflow picks it up. Also fixes the undefined `tools` variable (now `tools=[]`). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(llamaindex): strip ReAct reasoning traces from retained assistant messages HindsightMemory.put/aput now extracts only the final Answer: text from assistant messages containing ReAct reasoning (Thought:/Action:/Observation: prefixes), preventing internal reasoning traces from polluting long-term memory. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(llamaindex): fix docstring example to pass memory to run() The HindsightMemory class docstring showed the broken pattern of passing memory= to the ReActAgent constructor, which silently drops it. Updated to show the correct pattern: pass memory to agent.run(). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
40 lines
1 KiB
Python
40 lines
1 KiB
Python
"""Hindsight memory integration for LlamaIndex agents.
|
|
|
|
Provides two complementary patterns:
|
|
|
|
- **Tools** (``HindsightToolSpec``, ``create_hindsight_tools``):
|
|
Agent-driven memory via LlamaIndex's ``BaseToolSpec``.
|
|
The agent decides when to retain/recall/reflect.
|
|
|
|
- **Memory** (``HindsightMemory``):
|
|
Automatic memory via LlamaIndex's ``BaseMemory`` interface.
|
|
Messages are stored on ``put()`` and recalled on ``get()``.
|
|
|
|
Usage::
|
|
|
|
from hindsight_llamaindex import HindsightToolSpec, create_hindsight_tools
|
|
from hindsight_llamaindex import HindsightMemory
|
|
"""
|
|
|
|
from .config import (
|
|
HindsightLlamaIndexConfig,
|
|
configure,
|
|
get_config,
|
|
reset_config,
|
|
)
|
|
from .errors import HindsightError
|
|
from .memory import HindsightMemory
|
|
from .tools import HindsightToolSpec, create_hindsight_tools
|
|
|
|
__version__ = "0.1.2"
|
|
|
|
__all__ = [
|
|
"configure",
|
|
"get_config",
|
|
"reset_config",
|
|
"HindsightLlamaIndexConfig",
|
|
"HindsightError",
|
|
"HindsightToolSpec",
|
|
"create_hindsight_tools",
|
|
"HindsightMemory",
|
|
]
|