---
name: ralph-operations
description: Use when managing Ralph orchestration loops, analyzing diagnostic data, debugging hat selection, investigating backpressure, or performing post-mortem analysis
tags: [loops, diagnostics, debugging, analysis]
---
# Ralph Operations
Manage, monitor, and diagnose Ralph orchestration loops.
## Loop Management
### Quick Reference
| Task | Command |
|------|---------|
| List active loops | `ralph loops` |
| List all (including merged) | `ralph loops --all` |
| View loop changes | `ralph loops diff <id>` |
| View loop logs | `ralph loops logs <id>` |
| Follow logs live | `ralph loops logs <id> -f` |
| Stop running loop | `ralph loops stop <id>` |
| Merge completed loop | `ralph loops merge <id>` |
| Retry failed merge | `ralph loops retry <id>` |
| Abandon loop | `ralph loops discard <id>` |
| Clean stale processes | `ralph loops prune` |
**Loop ID format:** Partial matching works - `a3f2` matches `loop-20250124-143052-a3f2`
### Loop Status
| Status | Color | Meaning |
|--------|-------|---------|
| running | green | Loop is actively executing |
| queued | blue | Completed, waiting for merge |
| merging | yellow | Merge in progress |
| needs-review | red | Merge failed, requires intervention |
| merged | dim | Successfully merged (with `--all`) |
| discarded | dim | Abandoned (with `--all`) |
### Starting & Stopping
Loops start automatically via `ralph run`:
- **Primary loop**: Runs in main workspace, holds `.ralph/loop.lock`
- **Worktree loop**: Created when primary is running, isolated in `.worktrees/<loop-id>/`
```bash
ralph loops # Any loops running?
cat .ralph/loop.lock 2>/dev/null # Primary loop details
ralph loops stop <id> # Graceful stop
ralph loops stop <id> --force # Immediate stop
ralph loops discard <id> # Abandon + clean worktree
```
### Inspecting Loops
```bash
ralph loops diff <id> # What changed
ralph loops logs <id> -f # Live event log
ralph loops history <id> # State changes
ralph loops attach <id> # Shell into worktree
```
**Worktree context files** (`.worktrees/<loop-id>/`):
| File | Contents |
|------|----------|
| `.ralph/events.jsonl` | Event stream: hats, iterations, tool calls |
| `.ralph/agent/summary.md` | Current session summary |
| `.ralph/agent/handoff.md` | Handoff context for next iteration |
| `.ralph/agent/scratchpad.md` | Working notes |
| `.ralph/agent/tasks.jsonl` | Runtime task state |
**Primary loop** uses the same files at `.ralph/agent/` in repo root.
### Merge Queue
Flow: `Queued → Merging → Merged` or `→ NeedsReview → Merging (retry)` or `→ Discarded`
```bash
ralph loops merge <id> # Queue for merge
ralph loops process # Process pending merges now
ralph loops retry <id> # Retry failed merge
```
**Reading state:**
```bash
jq -r '.prompt' .ralph/loop.lock 2>/dev/null
tail -20 .ralph/merge-queue.jsonl | jq .
```
---
## Diagnostics
### Enabling
```bash
RALPH_DIAGNOSTICS=1 ralph run -p "your prompt"
```
Zero overhead when disabled. Output: `.ralph/diagnostics/<YYYY-MM-DDTHH-MM-SS>/`
### Session Discovery
```bash
LATEST=$(ls -t .ralph/diagnostics/ | head -1)
SESSION=".ralph/diagnostics/$LATEST"
```
### File Reference
| File | Contains | Key Fields |
|------|----------|------------|
| `agent-output.jsonl` | Agent text, tool calls, results | `type`, `iteration`, `hat` |
| `orchestration.jsonl` | Hat selection, events, backpressure | `event.type`, `iteration`, `hat` |
| `performance.jsonl` | Timing, latency, token counts | `metric.type`, `iteration`, `hat` |
| `errors.jsonl` | Parse errors, validation failures | `error_type`, `message`, `context` |
| `trace.jsonl` | All tracing logs with metadata | `level`, `target`, `message` |
### Diagnostic Workflow
**1. Errors first:**
```bash
wc -l "$SESSION/errors.jsonl"
jq '.' "$SESSION/errors.jsonl"
jq -s 'group_by(.error_type) | map({type: .[0].error_type, count: length})' "$SESSION/errors.jsonl"
```
**2. Orchestration flow:**
```bash
jq '{iter: .iteration, hat: .hat, event: .event.type}' "$SESSION/orchestration.jsonl"
jq 'select(.event.type == "hat_selected") | {iter: .iteration, hat: .event.hat, reason: .event.reason}' "$SESSION/orchestration.jsonl"
jq 'select(.event.type == "backpressure_triggered") | {iter: .iteration, reason: .event.reason}' "$SESSION/orchestration.jsonl"
```
**3. Agent activity:**
```bash
jq 'select(.type == "tool_call") | {iter: .iteration, tool: .name}' "$SESSION/agent-output.jsonl"
jq -s '[.[] | select(.type == "tool_call")] | group_by(.iteration) | map({iter: .[0].iteration, tools: [.[].name]})' "$SESSION/agent-output.jsonl"
```
**4. Performance:**
```bash
jq 'select(.metric.type == "iteration_duration") | {iter: .iteration, ms: .metric.duration_ms}' "$SESSION/performance.jsonl"
jq -s '[.[] | select(.metric.type == "token_count")] | {total_in: (map(.metric.input) | add), total_out: (map(.metric.output) | add)}' "$SESSION/performance.jsonl"
```
**5. Trace logs:**
```bash
jq 'select(.level == "ERROR" or .level == "WARN")' "$SESSION/trace.jsonl"
```
### Quick Health Check
```bash
SESSION=".ralph/diagnostics/$(ls -t .ralph/diagnostics/ | head -1)"
echo "=== Session: $SESSION ==="
echo -e "\n--- Errors ---"
wc -l < "$SESSION/errors.jsonl" 2>/dev/null || echo "0"
echo -e "\n--- Iterations ---"
jq -s 'map(select(.event.type == "iteration_started")) | length' "$SESSION/orchestration.jsonl"
echo -e "\n--- Hats Used ---"
jq -s '[.[] | select(.event.type == "hat_selected") | .event.hat] | unique' "$SESSION/orchestration.jsonl"
echo -e "\n--- Backpressure Count ---"
jq -s 'map(select(.event.type == "backpressure_triggered")) | length' "$SESSION/orchestration.jsonl"
echo -e "\n--- Termination ---"
jq 'select(.event.type == "loop_terminated")' "$SESSION/orchestration.jsonl"
```
---
## Troubleshooting
### Stale Processes
`ralph loops` shows loops that aren't running → `ralph loops prune`
### Orphan Worktrees
`.worktrees/` has directories not in `ralph loops` → `ralph loops prune` or `git worktree remove .worktrees/<id> --force`
### Merge Conflicts
Loop stuck in `needs-review`:
1. `ralph loops diff <id>` — see conflicting changes
2. `ralph loops attach <id>` — resolve manually, commit, retry
3. `ralph loops discard <id>` — abandon if not worth fixing
### Lock Stuck
"Loop already running" but nothing is → `rm .ralph/loop.lock` (safe if process is dead)
### Agent Stuck in Loop
```bash
jq -s '[.[] | select(.type == "tool_call")] | group_by(.name) | map({tool: .[0].name, count: length}) | sort_by(-.count)' "$SESSION/agent-output.jsonl"
```
Red flag: Many iterations with few events = agent not making progress.
### Merge Stuck in "merging"
Process died mid-merge. Unblock:
```bash
echo '{"ts":"'$(date -u +%Y-%m-%dT%H:%M:%S.000000Z)'","loop_id":"<loop-id>","event":{"type":"needs_review","reason":"Merge process died"}}' >> .ralph/merge-queue.jsonl
ralph loops discard <loop-id>
```
### Worktree Corruption
```bash
git worktree repair
ralph loops prune
```
### Cleanup
```bash
ralph clean --diagnostics # Delete all sessions
ralph clean --diagnostics --dry-run # Preview deletions
```AI advertising agents that automates ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. Creates campaigns, reads live performance data, researches keywords with real CPC data, optimizes budgets, and manages ads through natural language via the Adspirer MCP server. 103 tools across 4 ad platforms.
Self-orchestrating multi-agent development workflows.
Complete guide for creating and deploying browser automation functions
Comprehensive guide for building AI workflows, agents