Enhanced Ralph pattern with event-driven notifications — Codex/Claude calls OpenClaw when it needs attention instead of polling.
Each iteration spawns a fresh agent session with clean context. This is intentional:
codex exec is a new process with no memory of previous runsIMPLEMENTATION_PLAN.md, AGENTS.md, git historyIf OpenClaw is rate-limited when Codex sends a wake notification:
.ralph/pending-notification.txtproject/
├── PROMPT.md # Loaded each iteration (mode-specific)
├── AGENTS.md # Project context, test commands, learnings
├── IMPLEMENTATION_PLAN.md # Task list with status
├── specs/ # Requirements specs
│ ├── overview.md
│ └── <feature>.md
└── .ralph/
├── ralph.log # Execution log
├── pending-notification.txt # Current pending notification (if any)
└── last-notification.txt # Previous notification (for reference)
.ralph/pending-notification.txt:
{
"timestamp": "2026-02-07T02:30:00+01:00",
"project": "/home/user/my-project",
"message": "DONE: All tasks complete.",
"iteration": 15,
"max_iterations": 20,
"cli": "codex",
"status": "pending"
}
Status values:
pending — Wake failed or not attempteddelivered — Wake succeededWhen coming back online after rate limit or downtime, check for pending notifications:
# Find all pending notifications across projects
find ~/projects -name "pending-notification.txt" -path "*/.ralph/*" 2>/dev/null
# Or check a specific project
cat /path/to/project/.ralph/pending-notification.txt
| Prefix | Action |
|---|---|
| -------- | -------- |
DONE: | Report completion to user, summarize what was built |
PLANNING_COMPLETE: | Inform user, ask if ready for BUILDING mode |
PROGRESS: | Log it, update user if significant |
DECISION: | Present options to user, wait for answer, inject into AGENTS.md |
ERROR: | Check logs (.ralph/ralph.log), analyze, help or escalate |
BLOCKED: | Escalate to user immediately with full context |
QUESTION: | Present to user, get clarification, inject into AGENTS.md |
To answer a decision/question for the next iteration:
echo "## Human Decisions
- [$(date '+%Y-%m-%d %H:%M')] Q: <question>? A: <answer>" >> AGENTS.md
The next Codex session will read AGENTS.md and see the answer.
After processing a notification, clear it:
mv .ralph/pending-notification.txt .ralph/last-notification.txt
Ask for (if not provided):
codex, claude, opencode, goosePLANNING, BUILDING, or BOTHBreak the goal into topics of concern → specs/*.md:
# specs/overview.md
## Goal
<one-sentence JTBD>
## Tech Stack
- Language: Python 3.11
- Framework: FastAPI
- Database: SQLite
- Frontend: HTMX + Tailwind
## Success Criteria
- [ ] Criterion 1
- [ ] Criterion 2
# AGENTS.md
## Project
<brief description>
## Commands
- **Install**: `pip install -e .`
- **Test**: `pytest`
- **Lint**: `ruff check .`
- **Run**: `python -m app`
## Backpressure
Run after each implementation:
1. `ruff check . --fix`
2. `pytest`
## Human Decisions
<!-- Decisions made by humans are recorded here -->
## Learnings
<!-- Agent appends operational notes here -->
# Ralph PLANNING Loop
## Goal
<JTBD>
## Context
- Read: specs/*.md
- Read: Current codebase structure
- Update: IMPLEMENTATION_PLAN.md
## Rules
1. Do NOT implement code
2. Do NOT commit
3. Analyze gaps between specs and current state
4. Create/update IMPLEMENTATION_PLAN.md with prioritized tasks
5. Each task should be small (< 1 hour of work)
6. If requirements are unclear, list questions
## Notifications
When you need input or finish planning:
openclaw gateway wake --text "PLANNING:
Use prefixes:
- `DECISION:` — Need human input on a choice
- `QUESTION:` — Requirements unclear
- `DONE:` — Planning complete
## Completion
When plan is complete and ready for building, add to IMPLEMENTATION_PLAN.md:
STATUS: PLANNING_COMPLETE
Then notify:
openclaw gateway wake --text "DONE: Planning complete. X tasks identified." --mode now
# Ralph BUILDING Loop
## Goal
<JTBD>
## Context
- Read: specs/*.md, IMPLEMENTATION_PLAN.md, AGENTS.md
- Implement: One task per iteration
- Test: Run backpressure commands from AGENTS.md
## Rules
1. Pick the highest priority incomplete task from IMPLEMENTATION_PLAN.md
2. Investigate relevant code before changing
3. Implement the task
4. Run backpressure commands (lint, test)
5. If tests pass: commit with clear message, mark task done
6. If tests fail: try to fix (max 3 attempts), then notify
7. Update AGENTS.md with any operational learnings
8. Update IMPLEMENTATION_PLAN.md with progress
## Notifications
Call OpenClaw when needed:
openclaw gateway wake --text "
Prefixes:
- `DECISION:` — Need human input (e.g., "SQLite vs PostgreSQL?")
- `ERROR:` — Tests failing after 3 attempts
- `BLOCKED:` — Missing dependency, credentials, or unclear spec
- `PROGRESS:` — Major milestone complete (optional)
- `DONE:` — All tasks complete
## Completion
When all tasks are done:
1. Add to IMPLEMENTATION_PLAN.md: `STATUS: COMPLETE`
2. Notify:
openclaw gateway wake --text "DONE: All tasks complete. Summary:
Use the provided scripts/ralph.sh:
# Default: 20 iterations with Codex
./scripts/ralph.sh 20
# With Claude Code
RALPH_CLI=claude ./scripts/ralph.sh 10
# With tests
RALPH_TEST="pytest" ./scripts/ralph.sh
For independent tasks, use git worktrees:
# Create worktrees for parallel work
git worktree add /tmp/task-auth main
git worktree add /tmp/task-upload main
# Spawn parallel sessions (each is clean/fresh)
exec pty:true background:true workdir:/tmp/task-auth command:"codex exec --full-auto 'Implement user authentication...'"
exec pty:true background:true workdir:/tmp/task-upload command:"codex exec --full-auto 'Implement image upload...'"
Track sessions:
| Session ID | Worktree | Task | Status |
|---|---|---|---|
| ------------ | ---------- | ------ | -------- |
| abc123 | /tmp/task-auth | Auth module | running |
| def456 | /tmp/task-upload | Image upload | running |
Each Codex notifies independently. Check .ralph/pending-notification.txt in each worktree.
codex exec is a fresh session — no memory between calls--full-auto: Auto-approve in workspace (sandboxed)--yolo: No sandbox, no approvals (dangerous but fast)--dangerously-skip-permissions: Auto-approve (use in sandbox)opencode run "$(cat PROMPT.md)"goose run "$(cat PROMPT.md)"⚠️ Auto-approve flags are dangerous. Always:
git reset --hard ready as escape hatch# 1. Create project directory
mkdir my-project && cd my-project && git init
# 2. Copy templates from skill
cp /path/to/ralph-loop/templates/* .
mv PROMPT-PLANNING.md PROMPT.md
# 3. Create specs
mkdir specs
cat > specs/overview.md << 'EOF'
## Goal
Build a web app that...
## Tech Stack
- Python 3.11 + FastAPI
- SQLite
- HTMX + Tailwind
## Features
1. Feature one
2. Feature two
EOF
# 4. Edit PROMPT.md with your goal
# 5. Run the loop
./ralph.sh 20
# specs/overview.md
## Goal
Web app for cataloguing antique items with metadata, images, and categories.
## Tech Stack
- Python 3.11 + FastAPI
- SQLite + SQLAlchemy
- HTMX + Tailwind CSS
- Local file storage for images
## Features
1. CRUD for items (name, description, age, purchase info, dimensions)
2. Image upload (multiple per item)
3. Tags and categories
4. Search and filter
5. Multiple view modes (grid, list, detail)
The agent will:
共 1 个版本