Skip to content

Agent Workflow Rewrite: Adaptive Orchestration with Context Awareness #1

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom
Open
wants to merge 7 commits into
base: main
Choose a base branch
from
Open

Agent Workflow Rewrite: Adaptive Orchestration with Context Awareness #1

wants to merge 7 commits into from

Conversation

@Stewart86
Copy link
Owner

@Stewart86 Stewart86 commented Mar 17, 2025

Summary

This PR implements a comprehensive rewrite of Clara's agent workflow system, focusing on improved agent coordination, context awareness, and overall effectiveness.

Key components delivered:

  • Created an adaptive orchestration model with context-passing between specialized agents
  • Implemented a robust context management system that maintains complete workflow state
  • Developed specialized worker agents for search, memory, command execution, verification, and user intent
  • Enhanced the memory system with structured metadata, indexing, and relationship mapping
  • Fixed compatibility issues with OpenAI reasoning_effort parameter and various TypeScript errors

Agent Specialization & Coordination

  • Orchestrator Agent (Enhanced Planner): Creates detailed execution plans with dependencies
  • Search Agent: Implements incremental search strategies with result caching
  • Memory Management Agent: Organizes Clara's knowledge system with advanced categorization
  • Command Execution Agent: Handles shell commands with enhanced security validation
  • Verification Agent: Validates outputs for accuracy and consistency
  • User Intent Agent: Analyzes user requests to identify true objectives

Technical Implementation

  • Leveraged Vercel AI SDK 4.1 features for context injection and error recovery
  • Enhanced type system with Zod schemas and strong TypeScript interfaces
  • Added comprehensive testing for each agent type and integration scenarios
  • Fixed model compatibility issues to ensure reliable operation

Test Plan

  • ✅ Phase 3 Integration tests pass with agent registry coordination
  • ✅ Phase 4 Memory enhancements verified with memory-index tests
  • ✅ All TypeScript errors fixed - verified with bun tsc --noEmit
  • ✅ Unit tests cover individual agent functionality
  • ✅ Integration tests confirm successful orchestration and context passing

🤖 Generated with Claude Code

Stewart86 and others added 6 commits March 17, 2025 12:26
@Stewart86
Implement agent context system with BaseAgent class for orchestration
e8b1228 
- Add AgentContext interface for context tracking
- Create ContextManager for maintaining state between agents
- Implement BaseAgent class with context-aware tool execution
- Refactor planner agent into OrchestratorAgent with plan creation
- Update search agent to use new BaseAgent class
- Add tests for context tracking and context serialization
- Fix typing issues for compatibility with Vercel AI SDK
@Stewart86
Implement specialized worker agents
6622306 
- Add MemoryAgent for organizing information with metadata in memory system
- Add CommandAgent for command execution with enhanced security and result interpretation
- Add VerificationAgent for validating information and code with evidence-based verification
- Add UserIntentAgent for understanding and classifying user queries
- Update SearchAgent with static create method
- Add tests for worker agent initialization
@Stewart86 @claude
feat: implement Phase 3 integration with agent registry
73d039d 
- Add AgentRegistry for centralized agent management and lazy instantiation
- Enhance OrchestratorAgent with proper task dispatching to worker agents
- Implement memory update points in workflow execution
- Add dependency tracking and context passing between steps
- Create comprehensive integration tests for multi-agent workflow

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
@Stewart86 @claude
feat: implement Phase 4 memory system enhancements
73b21d2 
- Add metadata indexing layer for memory files with YAML frontmatter
- Create relationship tracking between related memory files
- Implement bi-directional references for better knowledge connectivity
- Add search optimization with tag and keyword indexing
- Enhance memory read/write with auto-indexing features
- Update MemoryAgent with improved search capabilities
- Add comprehensive tests for memory indexing system

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
@Stewart86 @claude
fix: Fix OpenAI reasoning_effort parameter compatibility issue
b6ccf3b 
- Update getProviderOptions() to conditionally apply reasoningEffort only to o-series models
- Fixed TypeScript type errors for AgentPlan severity and other parameters
- Updated test expectations to match implementation
- Add proper feature settings management for CLI features
- Fix MCP client configuration to remove invalid features parameter

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
@Stewart86 @claude
docs: Update README.md to reflect agent workflow rewrite
9c087b9 
- Add details about the adaptive orchestration architecture
- Update agent descriptions with specialized worker agents
- Document enhanced memory system with metadata and indexing
- Add information about experimental features
- Include context management system details
- Update tools section with context-aware capabilities

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
@Stewart86 Stewart86 force-pushed the agent-workflow-rewrite branch from b561bd6 to 9c087b9 Compare March 17, 2025 06:55
@Stewart86 @claude
feat: implement dynamic plan adaptation in agent workflow
ff56702 
- Add runtime plan adaptation capabilities to the orchestrator agent
- Optimize context sharing between agents with summarized context for worker agents
- Add retry logic with exponential backoff for API rate limits
- Improve error handling and logging throughout the agent system
- Update documentation to reflect new plan adaptation features

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Reviewers

No reviews

Assignees

No one assigned

Labels

None yet

Projects

None yet

Milestone

No milestone

Development

Successfully merging this pull request may close these issues.

2 participants

@Stewart86