Feature/context aware agent #1235
Open
+181
−0
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Add ContextAwareAgent mixin to enhance agents with retrieval capabilities
🦋 Changeset detectedLatest commit: 7b9d7b2 The changes in this PR will be included in the next version bump. This PR includes changesets to release 11 packages
Not sure what this means? Click here to learn what changesets are. Click here if you're a maintainer who wants to add another changeset to this PR |
|
The latest updates on your projects. Learn more about Vercel for Git ↗︎
|
@llamaindex/autotool
@llamaindex/cloud
@llamaindex/community
@llamaindex/core
@llamaindex/env
@llamaindex/experimental
llamaindex
@llamaindex/wasm-tools
commit: |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Context-Aware Agent Implementation
This PR introduces context-awareness functionality for agents, inspired by the discussion in #1224.
Implementation:
withContextAwarenessmixin incontextAwareMixin.tsOpenAIContextAwareAgentandAnthropicContextAwareAgentMotivation:
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.