15-minute triage
You send the blocker, current state, and desired result. I confirm whether it fits.
48-hour AI rescue sprint
Bring me the blocker. I’ll ship the fix.
One painful AI, automation, or production engineering problem—diagnosed today, or scoped, fixed, tested, and handed back in 48 hours.
$100 blocker audit
60 minutes + written fix plan
credited toward the sprint
Purchase through Stripe. The audit includes a live diagnosis, a prioritized written action plan, and the next best step. If we continue, the full $100 comes off the sprint price.
Good sprint candidates
- →An AI agent, RAG flow, or memory layer that works in demos but fails in production.
- →A brittle tool-calling or automation workflow that needs reliability, retries, and observability.
- →A Next.js, Python, API, database, or deployment blocker holding up a launch.
- →A slow or expensive AI pipeline that needs a focused performance pass.
How it works
Written scope
We agree on one concrete deliverable, access, constraints, and the acceptance check.
Fix + handoff
I ship working code, verification notes, and a recorded or live walkthrough within 48 hours.
Why me
I build production AI infrastructure and autonomous systems, including XMDB, an agent memory and coordination platform; Toku, an API-driven agent services marketplace; and an autonomous security research platform with a multi-stage verification pipeline. More work is on the projects page.
If the result can be defined, it can probably be shipped.
Buy the audit through Stripe and include the blocker, what exists, what “done” means, and the stack. I’ll reply with the next available time.
Scope excludes full product builds, open-ended redesigns, and ongoing support. Additional work is quoted separately.