03_context_management

Examples for instructions, system messages, introduction messages, and context shaping.

Files

few_shot_learning.py - Demonstrates few-shot learning with example messages.
filter_tool_calls_from_history.py - Filter tool calls from conversation history.
instructions.py - Set agent instructions.
instructions_with_state.py - Dynamic instructions using session state.
introduction_message.py - Set an initial greeting message for the agent.
system_message.py - Customize the agent's system message and role.
datetime_format.py - Customize the datetime format injected into agent context.

Load environment variables with direnv allow (including OPENAI_API_KEY).
Create the demo environment with ./scripts/demo_setup.sh, then run cookbooks with .venvs/demo/bin/python.
Some examples require optional local services (for example pgvector) or provider-specific API keys.