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Feature/context aware agent #1235

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erik-balfe
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Context-Aware Agent Implementation

This PR introduces context-awareness functionality for agents, inspired by the discussion in #1224.

Implementation:

  • Added withContextAwareness mixin in contextAwareMixin.ts
  • Created OpenAIContextAwareAgent and AnthropicContextAwareAgent
  • Updated relevant documentation and examples

Motivation:

The goal is to allow agents to access indexed data without explicitly calling retriever tools, reducing latency in real-time scenarios especially with not so fast LMs. This approach is analogous to the ContextChatEngine, which automatically incorporates retriever data into the chat context.

Approach:

The implementation uses a mixin pattern to add context retrieval and injection capabilities to existing agent classes. This method allows for flexibility and easy extension to different agent types.

Feedback on the implementation approach and any potential improvements is welcome.

Add ContextAwareAgent mixin to enhance agents with retrieval capabilities
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changeset-bot bot commented Sep 19, 2024

🦋 Changeset detected

Latest commit: 7b9d7b2

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 11 packages
Name Type
llamaindex Minor
docs Minor
@llamaindex/autotool Major
@llamaindex/experimental Patch
@llamaindex/cloudflare-worker-agent-test Patch
@llamaindex/next-agent-test Patch
@llamaindex/nextjs-edge-runtime-test Patch
@llamaindex/next-node-runtime-test Patch
@llamaindex/waku-query-engine-test Patch
@llamaindex/autotool-01-node-example Patch
@llamaindex/autotool-02-next-example Patch

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commit: 7b9d7b2

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