# RalphLoop "Tackle Until Solved" Integration Summary

**Date:** 2025-01-22
**Status:** ✅ Complete

## Overview

Ralph Orchestrator has been successfully integrated into the Claude Code CLI with the name **"RalphLoop: Tackle Until Solved"**. The integration provides autonomous agent loop functionality that continues iterating until a task is complete.

## What Was Built

### 1. RalphLoop Wrapper Script

**Location:** `/home/uroma/obsidian-web-interface/bin/ralphloop`

A Python wrapper script that:
- Integrates Ralph Orchestrator with Claude Code CLI
- Creates Ralph projects (PROMPT.md, ralph.yml)
- Runs autonomous agent loops until completion
- Supports task descriptions, file input, and configuration options

**Usage:**
```bash
./ralphloop "Your task description here"
./ralphloop -i task.md
./ralphloop --agent claude --max-iterations 50
```

**Environment Variables:**
- `ANTHROPIC_API_KEY` - Required for Claude agent
- `RALPH_AGENT` - Override agent selection (claude, gemini, etc.)
- `RALPH_MAX_ITERATIONS` - Max iterations (default: 100)
- `RALPH_MAX_RUNTIME` - Max runtime in seconds (default: 14400)

### 2. Brainstorming Skill Integration

**Location:** `/home/uroma/.claude/skills/brainstorming/`

**Files:**
- `SKILL.md` - Updated with Ralph integration instructions
- `ralph-integration.py` - Python module for complexity detection and Ralph delegation

**Features:**
- Automatic complexity analysis (threshold: 5 steps)
- Keyword detection for architecture/system-level tasks
- Delegates complex tasks to Ralph for autonomous iteration
- Presents Ralph's validated design as final output

**Complexity Triggers:**
- Architecture keywords: architecture, platform, framework, multi-tenant, distributed
- Multiple implementation phases
- Keywords: complex, complete, production, end-to-end
- User opt-in via environment variables

### 3. Agent Pipeline Builder Integration

**Location:** `/home/uroma/.claude/skills/agent-pipeline-builder/`

**Files:**
- `SKILL.md` - Updated with Ralph integration instructions
- `ralph-pipeline.py` - Python module for pipeline complexity detection and Ralph delegation

**Features:**
- Automatic pipeline complexity analysis (threshold: 3 stages or 5/10 complexity)
- Generates pipeline manifests for Ralph
- Ralph autonomously builds agent definitions and orchestration scripts
- Tests each stage and validates end-to-end pipeline

## Installation

**Ralph Orchestrator installed at:**
```
/home/uroma/obsidian-web-interface/.venv/bin/ralph
```

**Installation command used:**
```bash
.venv/bin/pip install ralph-orchestrator
```

**Dependencies installed:**
- ralph-orchestrator-1.2.3
- claude-agent-sdk-0.1.21
- fastapi-0.128.0
- +40 other dependencies

## Architecture

```
┌─────────────────────────────────────────────────────────────┐
│                     Claude Code CLI                         │
└─────────────────────────────────────────────────────────────┘
                              │
                              ▼
┌─────────────────────────────────────────────────────────────┐
│                  Brainstorming / Pipeline Builder           │
│                  (Complexity Detection Layer)               │
└─────────────────────────────────────────────────────────────┘
                              │
                ┌─────────────┴─────────────┐
                │                           │
                ▼                           ▼
         Simple Task                Complex Task
                │                           │
                ▼                           ▼
         Direct Mode              RalphLoop Wrapper
                                        │
                                        ▼
                              ┌─────────────────┐
                              │ Ralph Orchestrator
                              │   (Autonomous
                              │    Iteration)   │
                              └─────────────────┘
```

## Usage Examples

### Example 1: Simple Task (Direct Mode)

```bash
/brainstorming "Add a dark mode toggle"
# Complexity: 1 step → Runs directly, returns in < 2 minutes
```

### Example 2: Complex Task (Ralph Mode)

```bash
/brainstorming "Build a multi-tenant SaaS platform with authentication, billing, and real-time notifications"
# Complexity: 16 steps → Delegates to Ralph
```

**Output:**
```
🔄 Delegating to RalphLoop 'Tackle Until Solved' for autonomous iteration...
   Complexity: 16 steps estimated
✅ Ralph task initialized: .ralph/PROMPT.md
Command: /home/uroma/obsidian-web-interface/bin/ralphloop "Build a..."
...
✅ Ralph completed in 47 iterations
```

### Example 3: Pipeline with Ralph

```bash
/agent-pipeline-builder "Create a research→analysis→writing pipeline for AI news"
# Complexity: 6/10 → Delegates to Ralph
```

**Ralph autonomously:**
1. Creates agent definitions for each stage
2. Implements orchestration script
3. Tests each stage independently
4. Validates end-to-end pipeline
5. Returns complete, tested pipeline

## Configuration

### Environment Variables

```bash
# Force Ralph mode for all tasks
export RALPH_AUTO=true

# Force Ralph for brainstorming only
export BRAINSTORMING_USE_RALPH=true

# Force Ralph for pipelines only
export PIPELINE_USE_RALPH=true

# Set max iterations
export RALPH_MAX_ITERATIONS=50

# Set max runtime (4 hours)
export RALPH_MAX_RUNTIME=14400

# Choose agent
export RALPH_AGENT=claude
```

### Manual Ralph Invocation

```bash
# Direct wrapper usage
/home/uroma/obsidian-web-interface/bin/ralphloop "Your task"

# With file input
/home/uroma/obsidian-web-interface/bin/ralphloop -i task.md

# With custom settings
/home/uroma/obsidian-web-interface/bin/ralphloop \
  --agent claude \
  --max-iterations 50 \
  "Your task"
```

## Files Created

### Ralph Working Directory
```
.ralph/
├── PROMPT.md           # Task prompt with success criteria
├── ralph.yml           # Configuration file
├── state.json          # Progress tracking
└── iterations/
    ├── 001.md          # First iteration output
    ├── 002.md          # Second iteration output
    └── final.md        # Final validated output
```

### Integration Files
```
/home/uroma/obsidian-web-interface/
├── bin/
│   └── ralphloop                    # Wrapper script
└── .venv/
    └── bin/
        └── ralph                    # Ralph binary

/home/uroma/.claude/skills/
├── brainstorming/
│   ├── SKILL.md                     # Updated with Ralph docs
│   └── ralph-integration.py         # Complexity detection & delegation
└── agent-pipeline-builder/
    ├── SKILL.md                     # Updated with Ralph docs
    └── ralph-pipeline.py            # Pipeline complexity & delegation
```

## Testing

### Test Complexity Detection

```bash
# Simple task (no Ralph)
python3 /home/uroma/.claude/skills/brainstorming/ralph-integration.py \
  "Add a dark mode toggle" --test-complexity
# Output: Complexity: 1 steps, Should use Ralph: False

# Complex task (use Ralph)
python3 /home/uroma/.claude/skills/brainstorming/ralph-integration.py \
  "Build a multi-tenant SaaS platform" --test-complexity
# Output: Complexity: 16 steps, Should use Ralph: True

# Pipeline complexity
python3 /home/uroma/.claude/skills/agent-pipeline-builder/ralph-pipeline.py \
  --test-complexity
# Output: Pipeline complexity: 6/10, Should use Ralph: True
```

## Success Criteria

✅ Ralph Orchestrator installed in project venv
✅ RalphLoop wrapper script created and tested
✅ Brainstorming skill integrated with Ralph
✅ Agent-pipeline-builder skill integrated with Ralph
✅ Complexity detection working correctly
✅ Environment variable configuration supported
✅ Documentation complete

## Next Steps (Optional Enhancements)

1. **Web UI Integration** - Add Ralph progress monitoring to the web interface
2. **Checkpoint/Resume** - Implement state persistence for interrupted Ralph runs
3. **Multi-Agent Coordination** - Enable Ralph to coordinate multiple agents in parallel
4. **Metrics Dashboard** - Track Ralph performance and iteration patterns
5. **Custom Prompts** - Allow users to provide custom Ralph templates

## Troubleshooting

### Ralph not found
```bash
# Check installation
ls -la /home/uroma/obsidian-web-interface/.venv/bin/ralph

# Reinstall if needed
/home/uroma/obsidian-web-interface/.venv/bin/pip install ralph-orchestrator
```

### Complexity detection too aggressive
```bash
# Adjust threshold in ralph-integration.py
COMPLEXITY_THRESHOLD = 10  # Increase from 5
```

### Force direct mode
```bash
# Disable Ralph for current session
export RALPH_AUTO=false
```

## References

- Ralph Orchestrator: https://github.com/mikeyobrien/ralph-orchestrator
- Claude Agent SDK: https://github.com/anthropics/claude-agent-sdk
- Brainstorming Skill: `/home/uroma/.claude/skills/brainstorming/SKILL.md`
- Pipeline Builder Skill: `/home/uroma/.claude/skills/agent-pipeline-builder/SKILL.md`

---

**Integration completed:** 2025-01-22
**Integration by:** Claude Code CLI with brainstorming & agent-pipeline-builder skills