portainer-core/services/core-ai/PHASE1_COMPLETE.md

Phase 1: ADK Agent Setup - COMPLETE ✓

Date: 2025-11-27 Status: Implementation Complete, Testing in Progress

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What Was Accomplished

1. Code Restructuring ✓

Before:

src/
├── agent.py        # Single SimpleLiteLLMAgent
├── config.py
└── prompts.py

After:

src/
├── agents/
│   ├── __init__.py
│   ├── simple.py       # SimpleLiteLLMAgent (moved)
│   └── adk_agent.py    # ADKAgent (new)
├── config.py            # Updated with ADK settings
└── prompts.py           # Updated with ADK prompt

2. ADK Agent Implementation ✓

File: src/agents/adk_agent.py

Features:

• Google ADK integration with LiteLLM backend
• Streaming and non-streaming support
• Tool calling framework (ready for Phase 2)
• Event-driven architecture (tool_call, tool_result, content)
• Comprehensive logging

API:

agent = ADKAgent(tools=[])
response = await agent.chat_completion(messages)
async for event in agent.chat(messages, stream=True):
    # Handle events

3. Configuration Updates ✓

File: src/config.py

New Settings:

adk_system_prompt_variant: str = "adk_agent"  # Separate prompt for ADK
simple_enabled: bool = True                    # Feature flag
adk_enabled: bool = True                       # Feature flag

4. Prompt System ✓

File: src/prompts.py

New Prompts:

• minimal_agent - Simple mode (existing)
• adk_agent - ADK mode with tool guidance (new)

5. Diagnostic Tools ✓

File: diagnostics/test_adk_direct.py

Tests:

• ADK initialization
• Simple questions without tools
• Math problems
• Multi-step reasoning
• Streaming vs non-streaming

6. Test Suite Layer 6 ✓

File: tests/test_06_adk_setup.py

Tests:

• ADK import verification
• Prompt existence
• Agent initialization
• Simple completion
• Streaming mode
• "Capital of France" test
• System prompt loading

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Testing Strategy

Phase 1 Tests (No Tools)

# Diagnostic test
docker exec core-ai python diagnostics/test_adk_direct.py

# Unit tests
docker exec core-ai pytest tests/test_06_adk_setup.py -v -s

What We're Testing

✅ ADK Runtime

• Can import Google ADK
• Can initialize LiteLLM backend
• Can create ADK agent

✅ Basic Completion

• Simple questions work
• Math works
• Streaming works
• Non-streaming works

✅ Configuration

• Prompts load correctly
• Settings are applied
• Feature flags work

❌ NOT Testing Yet (Phase 2)

• Tool registration
• Tool calling
• REST integration

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Architecture

Current State (Phase 1)

┌─────────────────────────────────────────┐
│           Core-AI Service               │
│                                         │
│  ┌─────────────────┐                   │
│  │ SimpleLiteLLM   │  (Existing)       │
│  │    Agent        │                   │
│  └────────┬────────┘                   │
│           │                             │
│  ┌────────▼────────┐                   │
│  │   ADK Agent     │  (New - No Tools) │
│  │                 │                   │
│  │  • LiteLLM      │                   │
│  │  • Streaming    │                   │
│  │  • Basic Q&A    │                   │
│  └────────┬────────┘                   │
│           │                             │
│    ┌──────▼──────┐                     │
│    │   LiteLLM   │                     │
│    └──────┬──────┘                     │
│           │                             │
│    ┌──────▼──────┐                     │
│    │   Ollama    │                     │
│    └─────────────┘                     │
└─────────────────────────────────────────┘

Next State (Phase 2)

┌─────────────────────────────────────────┐
│           Core-AI Service               │
│                                         │
│  ┌────────────────┐                    │
│  │   ADK Agent    │                    │
│  │  with Tools    │                    │
│  │                │                    │
│  │  ┌──────────┐  │                    │
│  │  │  Tools   │──┼────► Core-API     │
│  │  │ Registry │  │      (REST calls) │
│  │  └──────────┘  │                    │
│  └────────┬───────┘                    │
│           │                             │
│    ┌──────▼──────┐                     │
│    │   LiteLLM   │                     │
│    └─────────────┘                     │
└─────────────────────────────────────────┘

---

Files Modified/Created

Modified

• ✏️ src/config.py - Added ADK settings
• ✏️ src/prompts.py - Added ADK prompt
• ✏️ main.py - Updated import path

Created

• 📄 src/agents/__init__.py
• 📄 src/agents/simple.py (moved from src/agent.py)
• 📄 src/agents/adk_agent.py
• 📄 diagnostics/test_adk_direct.py
• 📄 tests/test_06_adk_setup.py
• 📄 ARCHITECTURE.md
• 📄 PHASE1_COMPLETE.md (this file)

---

Next Steps

Rebuild & Test Phase 1

# Rebuild container
docker compose -f /mnt/media/Projects/portainer-core/stacks/core-ai.yml build

# Restart
docker compose -f /mnt/media/Projects/portainer-core/stacks/core-ai.yml up -d

# Test ADK
docker exec core-ai python diagnostics/test_adk_direct.py

# Run test suite
docker exec core-ai pytest tests/test_06_adk_setup.py -v -s

Phase 2: Tool Integration

Once Phase 1 tests pass:

1. Create src/tools/registry.py
2. Implement REST-based tools
3. Create tests/test_07_adk_tools.py
4. Test tool registration and discovery

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Known Limitations (Phase 1)

⚠️ No Tools Yet

• ADK agent has no tools in Phase 1
• Can only do basic Q&A like SimpleLiteLLMAgent
• Tool calling framework is ready but unused

⚠️ No HTTP Endpoints Yet

• ADK agent not exposed via HTTP
• Only testable via diagnostics
• Phase 4 will add API routes

⚠️ No Core-API Integration

• Tools will call Core-API REST endpoints
• Integration happens in Phase 2

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Success Criteria for Phase 1

• ADK imports successfully
• ADKAgent class created
• Agent initializes with Ollama/LiteLLM
• Can answer simple questions
• Streaming works
• Non-streaming works
• Diagnostic tool created
• Test layer 6 created
• Tests pass in Docker container

Status: Implementation complete, awaiting rebuild and testing.

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Last Updated: 2025-11-27 Next Phase: Tool Integration (Phase 2)