jpmschweitzer
e3b451b7b0
Major architectural changes and improvements: ## ADK Framework Migration (v0.10.0) - Migrated from LangChain/LangGraph to Google ADK 1.3.0 with LiteLLM 1.80.5 - Improved tool calling reliability with local Ollama models - Converted all 10 tools to ADK async generator format - Updated streaming pipeline for ADK event system - Enhanced error handling and agent initialization ## Model Optimization - Switched from gemma3:12b (10GB VRAM) to gemma3:4b (4.8GB VRAM) - Reduced VRAM usage from 91% to 43% (5.4GB freed) - Optimized for production stability with memory headroom ## Health Check System Overhaul - Optimized /health/full: 6ms response (was 30s+) - Added model verification: confirms configured model is available - New /health/diagnostics endpoint with optional deep testing - Added currently loaded models tracking - Clear emoji status indicators (✅/❌/⚠️) - Fixed AGENT_AVAILABLE flag export for proper health reporting ## Ollama Client Enhancements - Added list_models() method for model inventory - Enhanced model verification in health checks - Better error handling and reporting ## Documentation Updates - Updated STATUS.md to v0.10.0-adk-migration - Comprehensive CHANGELOG.md entry with migration details - Updated PLANS.md showing Phase 4 complete - Updated ai-orchestrator-plan.md with ADK status - Added MIGRATION_PLAN_LANGCHAIN_TO_ADK.md - Added ADK_Ollama_Research.md with implementation analysis ## Technical Details - 10 tools: 7 infrastructure + 2 research + 1 response tool - Framework: Google ADK with UnifiedAgent pattern - System prompt: v7_adk_best_practice - Container health: Now passing Docker healthchecks - Response times: Simple queries ~0.3-1s, Research ~4-7s
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Implementation Plans
This document tracks all implementation plans across the portainer-core project.
Active Plans
Current implementation work in progress:
AI Orchestrator Enhancement
Location: plans/active/ai-orchestrator-plan.md Status: ✅ Phase 4 Complete - ADK Migration Successful Phases:
- ✅ Phase 1: OpenAI-Compatible API (Completed 2025-11-13)
- ✅ Phase 2: Memory Systems (Completed 2025-11-23)
- ✅ Phase 3: Research Capabilities (Completed 2025-11-24)
- ✅ Phase 4: Framework Migration - LangChain → Google ADK (Completed 2025-11-26)
- 📋 Phase 5: Multi-Agent Patterns (Future)
- 📋 Phase 6: Production Hardening & RAG Optimization (Future)
Framework Migration Completed (2025-11-26) ✅:
- ✅ Migrated from LangChain/LangGraph to Google ADK 1.3.0
- ✅ Integrated LiteLLM 1.80.5 for Ollama compatibility
- ✅ Converted all 9 tools to ADK async generator format
- ✅ Upgraded model: mistral:7b → gemma3:12b
- ✅ Optimized system prompt: v7_adk_best_practice
- ✅ Enhanced agent health monitoring
- ✅ Production testing and validation
Migration Benefits Achieved:
- Improved tool calling reliability with Ollama models
- Better streaming support with ADK event system
- Model flexibility (Gemma, Mistral, Qwen families supported)
- Cleaner, more maintainable architecture
- Production-ready health monitoring
Current Implementation:
- Framework: Google ADK 1.3.0 with LiteLLM
- Model: gemma3:12b (~8GB VRAM)
- Tools: 9 total (7 infrastructure + 2 research)
- Performance: Simple queries ~0.3-1s, Research ~4-7s
Memory Architecture
Location: plans/completed/phase2-memory-system-complete.md Status: ✅ Completed 2025-11-23 Description: 3-tier memory system (buffer, Qdrant persistent + semantic) with multi-tenancy
Security Implementation
Location: plans/active/security-implementation-plan.md Status: 📋 Planning Phase Description: Google OAuth SSO via Authentik for external service access
Completed Plans
Historical implementation plans that have been finished:
Infrastructure Deployment (Phases 1-4)
Location: plans/completed/infrastructure-deployment-plan.md Completed: November 2025 Phases:
- ✅ Phase 1: Foundation (Portainer, NPM, Ollama)
- ✅ Phase 2: Networking (Headscale mesh VPN)
- ✅ Phase 3: Monitoring (Uptime Kuma, Netdata, Heimdall)
- ✅ Phase 4: Optimization (Watchtower, Duplicati)
AI Orchestrator Phase 1
Location: plans/completed/ai-orchestrator-phase1-guide.md Completed: November 2025 Deliverables: OpenAI-compatible API with model routing, streaming, function calling
AI Orchestrator Phase 1 Testing
Location: plans/completed/ai-orchestrator-phase1-tests.md Results: 10/10 tests passed, zero issues found
AI Orchestrator Phase 2 (Memory System)
Location: plans/completed/phase2-memory-system-complete.md Completed: 2025-11-23 Deliverables: 3-tier memory (buffer + Qdrant), multi-tenancy, auto-consolidation
AI Orchestrator Phase 3 (Research Capabilities)
Location: plans/completed/phase3-multi-agent-workflows-complete.md Completed: 2025-11-24 Deliverables: Web search (DuckDuckGo), content scraping, research detection, 100% test success
AI Orchestrator Phase 4 (Framework Migration)
Location: MIGRATION_PLAN_LANGCHAIN_TO_ADK.md Completed: 2025-11-26 Deliverables: Google ADK 1.3.0 with LiteLLM, 9 tools migrated, gemma3:12b model, improved reliability
Architecture Research
Location: plans/completed/architecture-research.md Completed: October 2025 Decision: Portainer + Docker Compose for container orchestration
Mesh Networking Strategy
Location: plans/completed/mesh-networking-strategy.md Completed: November 2025 Solution: Headscale (self-hosted Tailscale) for secure mesh VPN
Dashboard Consolidation Strategy
Location: plans/completed/dashboard-strategy.md Completed: November 2025 Solution: Organizr with custom service control widgets
Plan Management
Creating New Plans
- Create plan in
plans/active/directory - Add entry to "Active Plans" section above
- Update STATUS.md with phase tracking
- Link from relevant documentation
Completing Plans
- Mark all phases as ✅ in the plan document
- Move from
plans/active/toplans/completed/ - Update this file (move to "Completed Plans" section)
- Update STATUS.md
- Update CHANGELOG.md with release notes
Plan Template
# [Feature Name] Implementation Plan
## Overview
Brief description of the feature/improvement.
## Motivation
Why this change is needed.
## Phases
### Phase 1: [Name]
**Status**: 📋 Planned / 🔄 In Progress / ✅ Completed
**Duration**: Estimated effort
**Deliverables**:
- [ ] Task 1
- [ ] Task 2
## Success Criteria
How to determine if implementation is complete.
## Testing Strategy
How the feature will be validated.
Quick Links
- Project Status - Current phase and progress tracking
- Documentation Index - All project documentation
- Active Plans - Current implementation work
- Completed Plans - Historical implementations