fleet-memory/hindsight-docs/examples/api/reflect.py
DK09876 8ecb5d3a0c
Add documentation code validation system (#43)
* Add documentation code validation system

- Create runnable example scripts in examples/api/ (19 files)
- Add CodeSnippet component for extracting marked sections
- Add raw-loader dependency for importing source files
- Create sample retain-new.mdx showing new approach
- Add README documenting coverage and gaps

* Fix wheel glob expansion in test-doc-examples CI job

* Fix CI issue

* Fix wheel path - uv build outputs to repo root dist/

* Fix: use explicit shell expansion for wheel install

* Fix: run cd in subshell so install runs from repo root

* Add documentation code validation CI job

- Use uv sync + uv run pattern (matches existing CI)
- Add requests to test dependencies for cleanup scripts

* Fix async API client usage in documents.py example

* Fix main-methods.py: RecallResult and ReflectFact don't have weight attribute

* Fix opinions.py: use actual API attributes instead of non-existent ones

* Fix example scripts: remove non-existent API attributes

- recall.py: remove .weight, fix entities iteration (dict not list)
- retain.mjs: remove result.async check
2025-12-18 10:21:38 +01:00

89 lines
2.8 KiB
Python

#!/usr/bin/env python3
"""
Reflect API examples for Hindsight.
Run: python examples/api/reflect.py
"""
import os
import requests
HINDSIGHT_URL = os.getenv("HINDSIGHT_API_URL", "http://localhost:8888")
# =============================================================================
# Setup (not shown in docs)
# =============================================================================
from hindsight_client import Hindsight
client = Hindsight(base_url=HINDSIGHT_URL)
# Seed some data for reflect examples
client.retain(bank_id="my-bank", content="Alice works at Google as a software engineer")
client.retain(bank_id="my-bank", content="Alice has been working there for 5 years")
client.retain(bank_id="my-bank", content="Alice recently got promoted to senior engineer")
# =============================================================================
# Doc Examples
# =============================================================================
# [docs:reflect-basic]
client.reflect(bank_id="my-bank", query="What should I know about Alice?")
# [/docs:reflect-basic]
# [docs:reflect-with-params]
response = client.reflect(
bank_id="my-bank",
query="What do you think about remote work?",
budget="mid",
context="We're considering a hybrid work policy"
)
# [/docs:reflect-with-params]
# [docs:reflect-with-context]
# Context is passed to the LLM to help it understand the situation
response = client.reflect(
bank_id="my-bank",
query="What do you think about the proposal?",
context="We're in a budget review meeting discussing Q4 spending"
)
# [/docs:reflect-with-context]
# [docs:reflect-disposition]
# Create a bank with specific disposition
client.create_bank(
bank_id="cautious-advisor",
background="I am a risk-aware financial advisor",
disposition={
"skepticism": 5, # Very skeptical of claims
"literalism": 4, # Focuses on exact requirements
"empathy": 2 # Prioritizes facts over feelings
}
)
# Reflect responses will reflect this disposition
response = client.reflect(
bank_id="cautious-advisor",
query="Should I invest in crypto?"
)
# Response will likely emphasize risks and caution
# [/docs:reflect-disposition]
# [docs:reflect-sources]
response = client.reflect(bank_id="my-bank", query="Tell me about Alice")
print("Response:", response.text)
print("\nBased on:")
for fact in response.based_on or []:
print(f" - [{fact.type}] {fact.text}")
# [/docs:reflect-sources]
# =============================================================================
# Cleanup (not shown in docs)
# =============================================================================
requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/my-bank")
requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/cautious-advisor")
print("reflect.py: All examples passed")