The autonomy layer for software
You built a real app.Nobody told you about day 2.
People use it. People might even pay for it. And now every fix breaks something else, and you're afraid to touch the thing you made. Athema makes your app safe to change again — it hardens your code into tested software, then runs it for you: every change a pull request you approve, autonomy measured and earned rung by rung.
GitHub App · one setup PR · nothing ships without you
2:00 AM · Rung 0
You fix one thing.
Three other things break.
It worked at launch. Then the quiet rot set in: the AI that built it keeps proposing rewrites of its own code, every fix risks the feature that pays you, and 2 a.m. finds you reading code you didn't write, debugging logic you never learned. So you stop touching it — and the product stops moving.
"If something works, NEVER TOUCH IT. Fixing one thing breaks three others."
builder, r/nocode source ↗"If you don't understand the code, your only recourse is to ask AI to fix it for you — which is like paying off credit card debt with another credit card."
Steve Krouse, “Vibe code is legacy code” source ↗"One day, it just breaks and you don't know why."
Hacker News, on vibe-code cleanup source ↗"guys, i'm under attack… as you know, I'm not technical so this is taking me longer than usual."
founder of a vibe-coded SaaS, mid-incident source ↗The obvious objection
More AI on top of broken AI code is how you got here. So Athema doesn't start there.
It starts with the boring, load-bearing engineering that makes change safe: tests before changes, gates before merges, your approval before anything ships. Only then does it operate your app — and it never claims autonomy it hasn't earned.
Autonomy here is a measured level on a ladder — L0 to L5, climbed one rung at a time, per repo, visible on a gauge. Not a promise on a landing page.
The climb begins at first lightRung 1 · Harden
First, it makes change safe.
Connect your repo and Athema's first act is not a feature — it's a floor. It studies how your app is built, rebuilds the rough spots into tested, production-quality code, and puts real tests and CI around the flows that pay you.
All of it arrives as one setup pull request you can read. Your live app is untouched until you approve.
- Install the GitHub App — about 20 seconds, read access only until you say otherwise.
- Tests and CI around your critical paths — so the next fix can't quietly break three other things.
- One setup PR — approve it the way you'll approve every change after it.
- Honest about what it finds — it tells you what was already broken before it arrived.
Athema rebuilt your app — here's what it did
Nothing is live until you sign off. This is your first review — every change from now on works the same way.
Turned AI-generated code into solid, tested, production-quality code.
Checked every existing feature still works the sameAdded the harnesses and rules that let your app run and improve itself.
Ran a full dry run, start to finishAdded tests around your most important flows so future changes can't quietly break them.
24 new tests added — all passingAthema found 2 things that were already broken before it started — not caused by this setup:
- Your contact form wasn't actually sending email
- A broken link in your footer
The “one setup PR” moment — the first rung, earned
Every machine-read output is validated at runtime — a bad step fails loudly instead of corrupting the run.
Intent is written down and reviewable before a single line changes.
Failures route to a surgical fix and the suite re-runs — capped, never infinite.
Your busiest user paths, replayed end-to-end in a real browser before anything ships.
What already fails is recorded honestly — new work is judged only on what it breaks.
A severity-graded review decides what blocks a release versus what gets logged.
The agentic operating system, installed inside your repo
Rung 2 · Equip
Then your repo gets an operating system.
Athema installs a working apparatus inside your repository: typed contracts, spec-driven plans, self-healing test loops, a curated registry of end-to-end journeys.
The parts that must never hallucinate are deterministic code, not vibes — the AI works inside those rails. It's the difference between an agent that has opinions and an agent that has instruments.
This is what "AI maintaining your app" was always missing: an apparatus.
Rung 3 · Operate
Ask in plain words. Approve the result.
From here, Athema does the work. You describe a change; it plans, builds, tests, and shows proof — narrated live, in plain language, with the cost on the meter.
Every change lands as a pull request only you can approve. The regression gate blocks only what a change actually breaks — and surfaces what was already broken, honestly — so a messy, real-world repo can still ship safely.
- Nothing merges that breaks a test that used to pass.
- Pre-existing debt is surfaced, never blamed on the new change — and never hidden.
- Sensitive areas stay yours — payments, logins, customer data always come to you.
You asked: “Customers can't find where to type their discount code.”
Read your request and the checkout code around it — chose the smallest change that works.
Wrote the field and its label. Two files touched; nothing else disturbed.
Ran 214 checks across 6 browsers and 3 phone sizes. All passing.
Filmed the new field working in a real browser — end to end, with a live discount code.
Everything is ready. Waiting for your seal — it will wait as long as it takes.
A live run, narrated — nothing ships without your sign-off
You've approved 23 bug fixes in a row without changing a thing.
That's a strong track record. Want to let Athema start low-risk bug fixes on its own from now on? It will still build, test and show you each one before it goes live — you just won't have to kick it off. You can take this back anytime.
Autonomy is proposed with evidence — and declined without penalty
Rung 4 · Adapt
It learns your repo — and needs you less each week.
A per-repo Adapt agent studies every correction you make — each review note, each declined change, each fix — and rewrites its own playbook for your codebase.
Strategies that work are shared across the fleet; your code and your data never are. And when Athema asks for more autonomy, it asks with a track record — never a default.
The gauge only climbs as fast as the evidence allows.
Rung 5 · Self-maintaining
The morning view.
This is the top of the ladder: the night's work waiting for you at breakfast — fixes shipped, journeys replayed, one thing that needs your sign-off. You read the digest, approve once, and get back to your product.
All quiet. The store is better than you left it.
Athema shipped 3 improvements this week and is midway through one more. Nothing needs you — except one sign-off below.
Bug fix · shipped on its own · 2h ago
Tune-up · shipped on its own · 1d ago
Security · shipped on its own · 1d ago
Ships bug fixes and tune-ups on its own. Asks first for anything your customers would notice.
The share of work that needs a human — the number the ladder is built on.
11 changes shipped · well within budget.
The gauge is the promise: autonomy you can read, not autonomy you're asked to believe
The going rate for getting unstuck
A rescue is a moment.
This is the engineer who never leaves.
When a vibe-coded app breaks badly enough, today's market answer is a human rescue: $2,500–$6,000 per engagement, $200 an hour, one incident at a time. Then the rescue ends — and the rot resumes.
Athema is the standing alternative: it hardens once, then keeps your app tested, watched, and improving — from $50 a month. A quarter of one rescue hour.
- Episodic — called after the damage is done
- $2,500–$6,000 per stabilization, 1–4 weeks
- Leaves when the invoice is paid
- Nothing watches the app afterward
- Continuous — hardens first, then never stops testing
- From $50/mo — a monthly budget of work, metered
- Learns your repo and needs you less each week
- Every change a PR you approve, autonomy on a gauge
Pricing
Pay for the work, not the seats.
A plan is a monthly budget of work. Use it on fixes, features, or the quiet upkeep you never see.
Solo
A side project, or your first app.
$50 of work · 1 app
Studio
A real, growing product — or a few.
$300 of work · up to 5 apps
Scale
A portfolio under one roof.
custom budget · unlimited apps
Annual: two months free · change or leave any month · unused budget rolls over once
Begin the climb
Make your app safe to change again.
Install the GitHub App and Athema sends one setup pull request — the first rung. Nothing ships without you. Ever.
about 20 seconds to connect · one setup PR · your seal on every change