Onofre
Jauregui
Applied AI Engineer
I build production AI systems — autonomous agents, content pipelines, and the guardrails that keep them reliable when no one is watching.
I design and operate AI systems end to end — from the agent logic to the evals, cost controls, and observability that make them hold up in production. Some of my personal projects: a trading agent live on Kalshi prediction markets, an Instagram content SaaS, and a taste-gated AI music pipeline.
I got here through medical devices. As lead R&D engineer at Avvio Medical I helped build the Enhanced Lithotripsy System — an FDA-Breakthrough-designated device that breaks kidney stones with ultrasound-activated microbubbles, no general anesthesia, no fluoroscopy — with patent work to my name from that program. Before that: robotic assembly for CERN's CMS experiment and dark-matter detector work on LUX at UCSB. Hardware that can't fail taught me how to build AI systems that shouldn't.
Software / AI
№ 01 – 05Kalshi TradeAgent
An autonomous AI agent that trades prediction markets — and remembers and learns from every trade.
- React 18
- Vite
- TypeScript
- Supabase (Postgres, Edge Functions, pg_cron, Realtime)
IG Autoposter
A SaaS that writes, illustrates, schedules, and publishes Instagram content on its own.
- Next.js 15
- TypeScript
- Prisma
- Postgres
Sound Studio
A taste-gated AI music pipeline — nothing publishes unless it clears aesthetic scoring and a human ear.
- Node
- Python 3.12
- Modal (serverless GPU)
- ACE-Step
Research Copilot
Turns raw VC meeting notes into evidence-checked deal memos in under two minutes.
- Next.js 16
- TypeScript
- Claude API
- Whisper
Doppler
A run tracker that told you which way to run to meet the rain. Retired.
- Next.js 16
- React 19
- TypeScript
- Tailwind v4
Engineering / Research
№ 01 – 07ELS Smart Ureteral Catheter
A catheter that hears the therapy and self-locates in the ureter — no fluoroscopy. Patent work to my name.
- Electromechanical design
- Acoustic sensing
- Rapid prototyping
- Design transfer
ELS Treatment Head
The patient-contact transducer housing for an acoustic kidney-stone therapy — plus the positioning system that made it hands-free.
- Electromechanical design
- Ergonomic testing
- Iterative prototyping
- Acoustic coupling
Robotic Gantry for CERN's CMS Experiment
A robotic gantry that tripled production of silicon sensor modules for the Large Hadron Collider.
- LabVIEW
- Motion control
- Machine vision
- Vacuum pick-and-place
LUX Dark Matter Experiment
Fill-system work for the liquid-xenon dark matter detector program at UCSB HEP.
- Cryogenic-adjacent plumbing
- Tank fill systems
- Detector hardware
- Lab instrumentation
Automated PEX Tester
A modular automation rig for thermal-cycling validation of PEX water products.
- Pneumatics
- Microcontrollers
- Control-panel design
- T-slot frame architecture
Whale-Safe Fishing Gear
Fishing gear designed to stop whales dying in crab-pot lines.
- Mechanical design
- CAD
- Marine engineering constraints
- Cost-driven design
Freestyle Libre CGM Accessory
A protective cover and band that makes a glucose monitor wearable in real life.
- Product design
- ISO 13485
- ISO 14971
- FDA Class I pathway
Building an AI system, hiring, or want to compare notes?
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