🐍 🏠 - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory…
Empathy Framework
以下摘录自该仓库的 README(片段) · 在 GitHub 读完整 README →
**AI-powered developer workflows with cost optimization and pattern learning.**
Run code review, debugging, testing, and release workflows from your terminal or Claude Code. Smart tier routing saves 34-86% on LLM costs.
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🎯 Transitioning to Claude-Native Architecture
**Empathy Framework is evolving to focus exclusively on Anthropic/Claude** to unlock features impossible with multi-provider abstraction:
- **📦 Prompt Caching:** 90% cost reduction on repeated prompts
- **📖 Flexible Context:** 200K via subscription for most tasks, up to 1M via API for large codebases
- **🧠 Extended Thinking:** See Claude's internal reasoning process
- **🔧 Advanced Tool Use:** Optimized for agentic workflows
**Timeline:**
- ✅ **v4.8.0 (Jan 2026):** Deprecation warnings for OpenAI/Google/Ollama providers
- ✅ **v5.0.0 (Jan 26, 2026):** Non-Anthropic providers removed (BREAKING - COMPLETE)
- ✅ **v5.0.2 (Jan 28, 2026):** Cost optimization suite with batch processing and caching monitoring
**Migration Guide:** docs/CLAUDE_NATIVE.md
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What's New in v5.3.0
**🎨 Dashboard Enhancements** - Improved usability and clarity:
- **Agent Display Names** - Human-readable labels for agents in dashboard (e.g., "Code Analyzer" instead of UUID)
- **Comprehensive Help Panel** - 5-section accordion explaining dashboard features, use cases, and Redis setup
- **UX Improvements** - "Source Agent:" label clarity, "Redis Requires Enabling" status message
- **Browser Cache Busting** - Date-based versioning ensures updates appear immediately
**📚 Documentation Improvements**:
- Clarified flexible context strategy (200K subscription + 1M API routing)
- Added Redis requirement documentation for dashboard
- Root directory cleanup (8 archived files)
**🧪 Test Infrastructure**:
- Sequential test execution to fix import timing issues
- All agent tracking tests passing (19/19)
See Full Changelog
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What's New in v5.1.0
**🤖 Multi-Agent Orchestration** - Full support for custom agents and Anthropic LLM agents:
- **Agent Coordination Dashboard** - Real-time monitoring with 6 coordination patterns:
- Agent heartbeats and status tracking
- Inter-agent coordination signals
- Event streaming across agent workflows
- Approval gates for human-in-the-loop
- Quality feedback and performance metrics
- Demo mode with test data generation
- **Custom Agents** - Build specialized agents for your workflow needs
- **LLM Agents from Anthropic** - Leverage Claude's advanced capabilities
- Dashboard accessible at http://localhost:8000 with python examples/dashboard_demo.py **(Requires Redis)**
**🔐 Authentication Strategy System** - Intelligent routing between Claude subscriptions and Anthropic API:
**💰 Automatic Cost Optimization** - Workflows choose the best auth method:
- Small/medium modules ( 2000 LOC) → Anthropic API (pay for what you need)
- 7 workflows integrated: document-gen, test-gen, code-review, bug-predict, security-audit, perf-audit, release-prep
- Auth mode tracking in all workflow outputs for telemetry
**🧪 Comprehensive Testing** - 7 new integration tests for auth strategy:
- All workflows tested with auth enabled/disabled
- API and subscription mode verification
- Cost tracking validation
**📖 Documentation** - 950+ lines across 3 guides:
- AUTH_STRATEGY_GUIDE.md - User guide for configuration
- AUTH_CLI_IMPLEMENTATION.md - CLI command reference
- AUTH_WORKFLOW_INTEGRATIONS.md - Integration patterns
See Full Changelog
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What's New in v5.0.2
**💰 50% Cost Savings with Batch API** - Process non-urgent tasks asynchronously:
Perfect for: log analysis, report generation, bulk classification, test generation
**📊 Precise Token Counting** - >98% accurate cost tracking:
- Integrated Anthropic's count_tokens() API for billing-accurate measurements
- 3-tier fallback: API → tiktoken (local) → heuristic