From idea to merged PR — autonomous AI-powered development
- AI coding tools are powerful, but operationally noisy
- Every task requires manual handoffs: chat → code → CI → review → fix → repeat
- Engineers spend more time shepherding PRs than writing code
- Goal: "Idea in, merged PR out" with minimal manual overhead
- You describe what you want in Slack (natural language)
- jleechanclaw expands your intent with repo context, memory, and policy
- agento spawns isolated worktrees and delegates to coding agents
- CI, code review, and fix loops run automatically until stable
- You get a proof-first status update: PR URL + commits + green checks
Understands intent, expands context, routes work, manages memory, sends status updates
Spawns isolated coding sessions, runs test/fix loops, iterates PRs to green
CodeRabbit, Bugbot, and Copilot provide objective quality signals and automated merge gates
- Config over code — behavior changes via YAML and policy files, not new Python
- Evidence-first — every status update includes PR URLs, commit SHAs, and check results
- Fail-closed gates — 6-point merge criteria must all pass before auto-merge
- Isolated execution — each task runs in its own git worktree, no cross-contamination
- Human-in-the-loop — agents propose, humans approve merges
All config is git-tracked in jleechanorg/jleechanclaw:
- Routing & dispatch rules — agent-orchestrator.yaml
- Agent behavior & constraints — SOUL.md, TOOLS.md, CLAUDE.md
- Health monitoring — monitor-agent.sh (launchd loop)
- Notification pipeline — src/orchestration/openclaw_notifier.py
- Design docs — roadmap/NATURAL_LANGUAGE_DISPATCH.md
┌─────────────────────┐ ┌──────────────────────────────┐
│ User (Slack) │ │ jleechanclaw (OpenClaw) │
│ │────▶│ │
│ Natural-language │ │ Context expansion │
│ request + decisions │ │ Memory + policy + routing │
└─────────────────────┘ │ Evidence-first status updates│
└──────────┬───────────────────┘
│
▼
┌─────────────────────┐ ┌──────────────────────────────┐ ┌─────────────────────┐
│ agento / Agent- │ │ GitHub + CI + Review Bots │ │ Outcome │
│ Orchestrator │────▶│ │────▶│ │
│ │ │ PR checks, code review, │ │ Merge-ready PR │
│ Spawns worktrees │ │ mergeability + quality │ │ (URL + commits + │
│ Delegates agents │ │ signals │ │ checks) │
│ Automates CI/review │ │ │ │ Human final merge │
└─────────────────────┘ └──────────────────────────────┘ └─────────────────────┘
- GitHub: github.com/jleechanorg
- LinkedIn: linkedin.com/in/jeffrey-lee-chan
- Repo: github.com/jleechanorg/jleechanclaw