Now accepting Q3 engagements

The adults in the room for AI-forward development.

We help teams ship vibe-coded software that actually holds up — through testing systems, feedback loops, and the kind of grown-up engineering rigor that keeps auditors, regulators, and 3 a.m. on-call pagers quiet.

We meet you wherever you are on the curve

Three ways we show up.

Pick the one that matches the mess you're in — or let us diagnose it for you.

Closing the Loop

Turn vibes into velocity.

New to AI-forward development? We install the feedback loops that make vibe coding actually work — so you ship faster and sleep at night.

  • Test scaffolding and CI/CD from day one
  • Prompt patterns and eval harnesses
  • Observability, tracing, and replay tooling
  • Team workflows that scale past the first engineer
Secure & Comply

Grown-ups in the room.

Already have a pile of vibe-coded code? We harden it, audit it, and make it defensible — whether that's SOC 2, HIPAA, GDPR, or your general counsel's side-eye.

  • Security review of AI-generated code
  • Dependency, license & provenance audits
  • Compliance-ready documentation
  • Remediation, not just recommendations
Fractional CTO

A co-pilot for your copilot.

Embedded advisory for teams somewhere in between. We sit alongside your leads, shape architecture, and raise the floor without slowing the ceiling.

  • Architecture & tooling review
  • Hiring & team ramp for AI-native orgs
  • Vendor selection (models, evals, agents)
  • Monthly retainer — no seat required

Vibes are a feature, not a flaw.

AI-forward teams move at a different tempo. Our job isn't to slow you down — it's to make sure the speed keeps paying off instead of compounding into a liability.

Feedback loops beat gut feel.

Every engagement starts with closing the loop — making sure you can actually tell if what you ship is working.

Rigor without ritual.

We skip the enterprise theater. Tests, reviews, and docs exist to earn their keep, not to decorate a Jira board.

Hand the keys back.

We leave your team with systems they own and understand — not a dependency on us.

40+
AI-forward teams
shipped to production
6x
Avg. faster eval
iteration after engagement
0
Failed audits
since we started
72h
Typical time to
first diagnostic report

How an engagement runs.

Short diagnostics, focused sprints, clean handoff. No retainer hamster wheel.

01

Diagnosis

One-week audit of your codebase, workflows, and loops. You get a written report, risks ranked, low-hanging fruit flagged.

02

Prescription

We scope a 2–6 week intervention: test infra, hardening, compliance prep — whatever the bloodwork says.

03

Treatment

Embedded work alongside your team. Pair sessions, PRs, pairing on evals. We build the muscle, not just the artifact.

04

Discharge

Documentation, runbooks, and a 30-day check-in. You walk out stronger than you walked in.

Let's close your loop.

Book a 30-minute intake. We'll tell you whether we can help in the first ten.