I build AI-native products and run them in production, with paying clients.
The product I work on most these days is the one that builds the others: a team of AI agents that I direct, measure and correct every day.
See how the system works → fercontreras.com/system
| Layer | What it does | Today |
|---|---|---|
| Agents | 16 specialists I wrote: an analyst, a risk reviewer, an infra monitor, one orchestrator per product | 734 agent launches in the last 30 days, 168 of them to these 16 and the rest to general-purpose agents |
| Skills | Written procedures an agent loads on demand: specs, deploys, QA, client messages | 102 |
| Guardrails | Hooks that stop a risky action before it runs | 26 hooks. 74 of 812 launch attempts were stopped in the last 30 days |
| Board | A local dashboard where every session reports, and where I answer pending decisions with clicks | 21 automated checks |
| Memory | Every mistake becomes a written lesson with a 10-second way to check it | 380 lessons across 9 repos |
How it improves. A mistake becomes a lesson. A lesson that keeps repeating becomes a skill. Skills that travel together become an agent. I approve each step; nothing promotes itself.
- Studio Link: SaaS for dance and sports academies. Billing, attendance, WhatsApp communication, automated reports.
- Vayla: real-time judge scoring for live competitions, dance and gymnastics.
- Litebox Parcel: cross-border parcel platform. Quoting, onboarding, payments.
- Cargo Control: logistics control for a McAllen to Monterrey operation. Telegram bot, OCR scanning, QR labels.
- focus-adhd: ADHD-friendly responses for Claude Code. Length scales with your decisions, not the agent's effort.
- Encontreras: agentic lead pipeline that runs on your own machine.
2x National Bachata Champion and crypto trader. I bring a performer's rhythm and a trader's risk management to engineering.
- fercontreras.com
- Contreras Code, my digitalization and automation studio