What I fix
- Hallucinations and factual errors
- Inconsistent or unpredictable outputs
- Tool-calling and integration failures
- Context window and memory issues
- Rate limits, timeouts, and error handling gaps
What you get
- Incident notes in plain English - what broke and why
- Patches with measurable before/after results
- Tests and guardrails to prevent repeat failures
- Post-fix monitoring to confirm stability
Timeline
Most fixes take 2–3 weeks. I start with diagnosis, move to targeted patches, and finish with guardrails and monitoring. You get updates throughout.
How It Works
Diagnose
I reproduce the issue in a controlled environment, trace the root cause through your pipeline, and document exactly what’s failing and why.
Patch
Targeted fixes — not rewrites. I change only what’s broken, test against your real data, and measure the before/after difference.
Test
I add regression tests and evaluation suites so you can prove the fix works and catch similar issues before they reach production.
Monitor
Post-fix monitoring for 2 weeks to confirm stability. If the same class of bug resurfaces, I fix it at no extra cost.
Frequently Asked Questions
Stop fighting flaky AI
15 minutes to walk through what’s breaking. I’ll tell you what’s fixable and what it takes.