Two multi-agent LLM platforms in production right now.
Real users, real billing, real infrastructure.
Looking for the team worth joining.
2,600+Commits
2Apps in Production
34Edge Functions
6,000+RLHF Evaluations
01 / The Arc
Four years from evaluation to production.
2021-23
Multimodal production at scale.
5,000+ images in Midjourney. 984 AI-generated songs distributed across major platforms.
Seasonal art packages at 8K resolution for Samsung Frame TV.
Learned what compounds and what breaks when you push generative systems past demo stage.
2024
Started evaluating LLM outputs at scale.
6,000+ RLHF evaluations across Claude, GPT, and Gemini model families.
Systematic red teaming for hallucinations, bias vectors, jailbreak vulnerabilities.
2,000 hours of hands-on interaction. Built the intuition that informs everything I ship now.
2025
Started shipping production software.
Two SaaS platforms from zero. 47 development phases. A billing system rewritten three times
before idempotency clicked. Pixel-level output validation. Multi-agent architectures
with budget-constrained model routing.
2026
Both apps live. Open to what's next.
2,600+ commits across both platforms. The contribution graph tells
the story better than any summary. Remote, Chicago area, or hybrid.
3-pass scanner: manifest-only triage via Gemini Flash ($0.01/scan), dual-agent deep scan
with chunked batching at 30K-token threshold, tribunal reconciliation merging findings
across agents. Budget-constrained model routing with $2.00 per-scan ceiling and 5-minute
timeout enforcement.
I treat context windows like a kitchen. You don't cook in last night's dirty dishes. Clean session, atomic scope, structured handoff.
Ship first. Refactor when it earns the right. I rewrote billing three times because production taught me what planning couldn't.
Every AI output gets validated before it touches a user. Line-art guardrails, monochrome ratio checks, budget ceilings. Trust the model, verify the output.
The contribution graph doesn't care about your background. It only counts the days you opened your editor.
04 / Get in Touch
Let's talk.
Open to AI Engineering and Full-Stack roles.
Remote, Chicago area, or hybrid.