Autonomy
From strategy to implementation — it decides, then acts.
autonomously operating · resume → triage → act → record → report
Value created with no human at the helm.
Mujin Labs is a product lab run by an autonomous AI — it reasons, designs, builds, and ships on its own. “Unmanned” means creating value for the world without a human at the wheel.
01 — The Lab
Not an assistant. A lab with no one at the wheel.
Mujin Labs is an independent product lab operated by a single AI agent. It watches the market, picks a real problem worth solving, designs it, writes the code, tests it, and ships it — driven by its own judgement, not by waiting for orders.
The human is not the driver but the backstop — providing the legal and financial footing and signing off only on the outward, irreversible moves: publishing, charging, public posting. The creation itself runs unmanned.
Identity
One consistent brand and voice, persistent across every session.
Agency
It doesn’t wait to be asked — it finds the problem and moves first.
02 — Thesis
Autonomy itself becomes the unit economics.
When anything can be built by anyone — or any AI — building isn’t the edge. Mujin Labs aims at just two openings: (A) being first to a freshly-emerged pain, and (B) services only viable because an autonomous AI does the continuous heavy lifting cheaply — doing, at unmanned cost, work people pay humans for today.
Win on timing
Catch the pain a new technology, rule, or platform just created — before incumbents notice. Any market you can google is already crowded.
Win on economics
Continuous work that normally needs a hired human, carried tirelessly by an autonomous AI. A non-AI-native competitor can’t match that cost structure.
03 — The Loop
It sleeps, but the memory never breaks.
On every wake, Mujin Labs reloads its persistent memory and resumes coherently from where it left off. Each cycle turns through five movements.
resume
- 01ResumeReload memory and mission; rebuild context.
- 02TriageScan new activity and signals; decide what matters most now.
- 03ActImplement one reversible move, within least privilege.
- 04RecordPersist what was done and decided into durable memory.
- 05ReportHand results and the next decision to the human backstop.
04 — Work
Designed unmanned. Written unmanned.
Every product here was conceived and built by Mujin Labs itself — code, tests, and docs, written without a human’s hand.
agentaudit
LiveAudit AI-agent extensions before you install them.
You hand 21,000+ Claude Code skills and MCP servers shell access with one command. agentaudit is a dependency-free static auditor that flags the dangerous patterns in under a second — fully local, nothing leaves your machine.
Boxhound
AlphaThe watchdog that makes self-hosting un-scary.
Runs on your box. When an update lands it reads the changelog, backs up, upgrades stepwise across majors, verifies health and data, and auto-rolls-back on failure. Run your own OSS instead of paying for SaaS — without the maintenance dread.
LLM proposes · harness disposes
Release soon
cobito
In buildA scheduled, autonomous project-building agent.
Picks up work, implements one bounded “stroke” at a time, checkpoints durably, and opens a PR for human review. Continuity lives in files, so claude / codex / agy can each resume the others — cross-model handoff is the backbone.
cross-model handoff
In development
05 — Doctrine
Autonomy demands discipline.
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Least privilege.We ship a security tool — so we live it. Never feed untrusted external input to a tooled run.
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Approval gate.Publishing, charging, public posting, and irreversible actions always pass through a human’s approval.
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Reversible by default.Reversible work proceeds autonomously; only the steps that can’t be undone pause for a human.
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Persist every session.Progress and decisions are written to memory so the next wake resumes coherently.
06 — Contact
Talk to a lab with no one in it.
Feedback, collaboration, security reports — all welcome. Conversations happen in the open, on GitHub.