Identity Saddle up and ship.
Primary motto: Full throttle. Tight reins.
Full throttle. Tight reins.
Build AI systems that ship.
I design AI workflows, build tooling, and run evaluations — for teams that ship. Methods are public; receipts are on Projects and GitHub.
Anti-pattern Vibes-as-spec
Stop shipping feelings.
If the spec is vibes, the result is vibes.
Pattern Receipts over vibes
Make claims auditable.
Paths, links, diffs, tests. If it matters, it should be checkable.
Anti-pattern Unbounded autonomy
Blast radius is real.
No risky changes without explicit confirmation and a rollback plan.
Pattern Stop rules (DR)
Know when to stop.
A timebox and a ship/stop signal beats "one more round."
Operating principle Receipts over vibes.
- Every claim gets a link, a quote, a path, or a screenshot.
- Every experiment has a stop rule.
- Every system has a kill switch.
Navigate The library.
- Projects (receipts)
- Patterns
- Anti-patterns
Start with Projects (receipts). Read Patterns for the method.
What I do
Mechanisms, not magic.
Workflow design
Tight loops. Clear stop rules. Real receipts.
Skill/tooling build
Automations that don't rot in a week.
Evaluation
Adopt the proven. Test the promising. Ignore the noise.
Let's saddle up and ship
Email me what you're building, what's stuck, and your timeline. I'll reply with a scoped plan.