Work

Systems built on guarantees, and teams shipped to production.

A selection of recent work. The Gauntlet systems below were built end to end and most ran live; the partnerships are teams I embedded with through Dev Forward.

Selected Systems

Gauntlet AI · 12+ shipped

Corellia

Code
AI Engineering Infrastructure

A recursive software factory where every unit of work is a typed goal. One recursive operation drives the machine: decide, evaluate through a gate plus an LLM judge, repair, escalate, report upward. All state is a projection of an append-only event log.

TypeScriptPostgreSQLEvent-sourced

Clinical Co-Pilot

Healthcare · Clinical EHR

A source-cited AI agent embedded in the patient chart that writes a 90-second pre-visit briefing and answers grounded follow-ups. Every claim is verified against a typed snapshot before it reaches the UI; uncited claims are dropped at the gate.

LangGraphNode/TSPineconeCohere rerank

CATS

Code
AI Security · Red-Teaming

A continuously-running adversarial multi-agent platform that probes the Clinical Co-Pilot across six attack categories. Four independent agents coordinate over a typed message bus; it found and documented four confirmed vulnerabilities running live.

Multi-agentPostgres busHITL gates

Meridian

Code
Fintech · DeFi · Solana

A non-custodial, same-day binary options market on Solana for MAG7 stocks. A custom on-chain order book, PDA-owned vault and mint authority so no human ever holds user funds, and Pyth pull-oracle settlement.

RustAnchorSPLPythNext.js

Jarvis

Code
Real-Time Voice AI · Aviation

A voice-first assistant for aircraft-maintenance workers. Its defining thesis is a grounding gate: any factual claim not backed by a tool result that turn is refused aloud rather than guessed, down to per-field numeric verification.

LiveKitDeepgramCartesiaSwiftWebRTC

Helios

Code
Real-Time Audio Infrastructure

A fully self-hosted, low-latency multi-channel push-to-talk system with no managed RTC platform. A Go/Pion SFU owned end to end: signaling, STUN/TURN, media forwarding, observability, deploy. Splits signaling from media to scale horizontally.

GoPioncoturngRPCPacker

Polymath

Code
Edtech · Adaptive Learning

A real-time mastery interface teaching Boolean logic across three irreducible representations at once. Mastery is gated by Bayesian Knowledge Tracing plus a response-time band, a held-out transfer item, and an LLM-judged explain-back.

React 19XState v5LangGraph

Context Shield

Privacy Engineering · Compliance

A detect, obfuscate, call-LLM, restore pipeline that lets users query external LLMs over sensitive documents without raw PII or PHI crossing the trust boundary. A per-session vault preserves co-reference while the model sees only pseudonyms.

PresidiospaCyfastcorefAES-256-GCM

RoofTrace

Proptech · Construction · Insurance

A precision roof-measurement system fusing satellite imagery, public LiDAR, parcel data, and guided phone capture into accurate roof geometry. The hard problem: fusing heterogeneous geospatial sources with accuracy guarantees under obstruction.

Rails 8FastAPIPDALSAM2PostGIS

Postulo

Legaltech

An AI tool that turns litigation source documents plus a firm template into a format-faithful demand-letter draft where every factual claim is cited to the record and every gap is flagged. De-identification runs before anything reaches the LLM.

AWS FargateBedrockTextractTerraform

Cadence

Code
Agentic AI · Fitness

A LangGraph multi-agent fitness-coaching system with streaming, multi-turn memory, and domain constraints like injury avoidance and bilateral muscle pairing. A compact demonstration of disciplined orchestration, backed by 258 passing tests.

LangGraphFastAPIReactSSE

GitLab Cursor Review

Code
Developer Tooling

A reusable AI code and security reviewer that drops into any GitLab merge-request pipeline with a one-line include. A cheap model triages every file; high-risk or security-sensitive files escalate to an expensive model for adversarial review.

Cursor CLIDockerGitLab CIPython

Fraction Tutor

Code
Edtech

A conversational math tutor teaching fraction equivalence to nine-year-olds, running on iPad. A voiced, scripted tutor syncs with an interactive chocolate-bar manipulative. The LLM is kept genuinely optional behind a hard determinism boundary.

ReactViteCloudflareElevenLabs

Cookbook Memory

Code
AI Agent Infrastructure · Capstone

A persistent, self-curating memory system a coding agent installs as a Claude Code plugin, plus the eval framework that proves it helps. Built with a team of four; I own the harness architecture, the core run loop, data models, CLI, and plugin MVP.

TypeScriptMCP3 backendsmemeval

Client Partnerships

Dev Forward

RentButter

rentbutter.com
Scaling Infrastructure for Growth

As RentButter accelerated client acquisition and product velocity, I embedded with the team to ensure the platform could scale responsibly. We stress-tested APIs, modernized development practices, and aligned technical architecture with the long-term roadmap.

Improved system reliability, stronger unit economics, and infrastructure designed to support continued growth.

Turning Post-Launch Into Traction

Camino had launched but was still refining product-market fit. I joined as a fractional technical partner, contributing hands-on engineering, strategic product input, and ownership of technical go-to-market initiatives including SEO and AEO.

A market-ready product, early customer traction, and a team focused on scaling the business, not managing technical overhead.

Want to talk about building something like this?