Agents check every PR deterministically against its acceptance criteria and your team's invariants. Reviewers read the intent and the decisions behind it, and approve with the evidence in front of them.
Stop retry storms from taking down webhook delivery. Cap each subscriber at 100 requests a minute, tell clients when to retry, and keep limits adjustable per plan.
Aviator agent: Make it per-plan now. One value will be wrong for the largest customers.
mbauer's agent: Follow-up. No plan sends more than 20 a second today.
What the change is for, captured from the coding chat.
“Stop retry storms from taking down webhook delivery.”
What done means, checked one by one.
The choices agents argued out, and the ones left for you.
Rules from your own review comments, checked on every PR.
Screenshots, test output, and code for every verdict.
An immutable record from intent to deploy.
From startups to Fortune 500s, the world's most effective engineering teams ship with Aviator.
The review gate is still there. It just isn't stopping anything.
+242.7%
incidents per PR
+54%
bugs per developer
+31.3%
PRs merged with no review at all
+13.8%
work restarts
Faros AI Engineering Report 2026 · 22,000 developers, 4,000+ teams
Each criterion gets the check that fits it, and every check leaves evidence. AI is only a fallback, and it's labeled when used.
Step 1 / 5
Build with Claude Code, Cursor, or Codex the way you already do.
Instead of the diff, reviewers read what the change is for, what done means, and the choices behind it. Invariants cover the rest in the background.
What it's for, and whether it's the right thing to build.
What done means, each with a verdict and evidence.
The choices behind the change, argued out by the author's agent and a review agent. You weigh in where you disagree.
Guardrails from your own reviews: drawn from past review comments, approved by the team that owns the code, then checked on every PR that touches it.
Rate-limit the /webhook endpoint
Cap each subscriber at 100 requests a minute, and tell clients when to retry.
Aviator agent: Make it per-plan now.
mbauer's agent: Follow-up. No plan sends 20 a second today.
From review comments on 3 PRs, owned by @platform
Return 429, not 503, for rate-limited requests
Settled · #4823
Make the rate limit per-plan
Follow-up · BILL-212
Keep the Stripe SDK on v15 until the v3 migration lands
Settled · #4815
Outbound HTTP calls always set a timeout
Proposed invariant · seen in 4 PRs
Real pull requests on popular open-source projects, each checked against its intent and the repo's invariants. Open any review to see every criterion and the evidence behind it.
Privacy-first web and product analytics.
Adds a metric switcher to a website's overview chart for bounce rate and average visit duration, kept in the URL so the view can be shared.
An unknown ?metric= value went straight to the API, which rejected it with a 400. The page showed “Something went wrong” instead of narrowing to the default chart.
A new Overview page compares views, visitors or any custom event across several websites, with stacked bar, line and area charts and a per-site table.
Requested unknown and unauthorized website ids against the running app. They were dropped from the response, not leaked and not an error.
Virtual whiteboard for hand-drawn diagrams.
A History tab in the sidebar lists past versions of the drawing with thumbnails, previews any of them on the canvas, and restores one as the current drawing.
“History”, “Version restored”, “Restore” and more are hard-coded in HistorySidebar.tsx and AppSidebar.tsx, and no keys were added to en.json.
Brand new drawings start on a soft blue from the existing palette. Saved drawings keep their own background, and headless export stays white.
No scenario opened a drawing saved with its own color, so Verify marked the criterion as uncovered instead of passing it on faith.
AI code reviewers are great but they're only sampling the code without knowing intent. They can't verify that the implementation matches what you meant to build.
Every verification leaves an immutable, timestamped record. Generate SOC 2 evidence packages on demand.
Audit trail
PR #218 / Add rate limiting
Spec created
10:23 AM
alex@acme.co
Reviewed
10:45 AM
jordan@acme.co
Approved
11:02 AM
jordan@acme.co
Implemented
2:30 PM
alex@acme.co
Verified
2:31 PM
Aviator AI
Deployed
2:35 PM
CI/CD
Integrates seamlessly with the tools you already use
Install the CLI and submit your first intent. No credit card required.
brew install aviator-co/tap/aviator