Engineering, not screenshots.

The architecture behind the products: platform foundations, release tooling, observability, and data pipelines. Real systems, in production.

// agent infrastructure Open source · flagship

Toolport

A local MCP gateway that cuts standing tool tokens ~99%

How Toolport puts one local gateway in front of every MCP server: lazy tool discovery that holds a 781-token footprint no matter the catalog size, keys in the OS keychain, supply-chain checks on the call path, and a Teams control plane. All measured, not asserted.

  • Rust
  • Tauri v2
  • Model Context Protocol
  • OS keychain
  • Axum
// product platform Live products

Consumer Product Platform

Web, mobile, billing, and support for SouthForge apps

The shared product foundation behind ReadyGig, RigCast, Rundown, Folloback, and Burnwatch — accounts, subscriptions, privacy-ready support flows, and web plus native iOS and Android delivery.

  • React
  • TypeScript
  • Next.js 15
  • Expo
  • React Native
// release engineering Validation harness

ProjectForge

Supervised AI passes with release gates

A profile-driven orchestration harness for ZIP-based projects — isolated runs, automated checks, authenticated Playwright capture, and visual regression before anything ships.

  • Python
  • Playwright
  • patchright
  • OpenAI
  • YAML profiles
// observability Agent spend monitoring

Burnwatch Observability

Observe-only SDK ingest, explainable rules, and wallet-risk alerts

How Burnwatch monitors autonomous agent payments without touching keys or sitting in the payment path — SDK telemetry, multi-tenant ingest, baseline warm-up, transparent rules, and evidence-first alerts.

  • Python SDK
  • Next.js 15
  • TypeScript
  • Postgres
  • Stripe
// data engineering Open source

LimitWatch Data Pipeline

Append-only snapshots, derived changelogs, and measured cap burn

How LimitWatch turns human-verified pricing captures into a time series — per-provider diffs, Wayback backfill, CI source watching, and the measured-usage moat no API exposes.

  • Node.js
  • JSON snapshots
  • Cloudflare Pages
  • GitHub Actions
  • patchright
// desktop app Live · open source

Cubby & Ceiling

Native Windows desktop engineering, local-first

Two shipped Windows apps on a shared native stack: Cubby, a clipboard-history replacement with encrypted storage, fast local search, and remote-session reliability, and Ceiling, an AI-capacity monitor that reads each provider meter truthfully. No account, no cloud, no telemetry.

  • Rust
  • Tauri v2
  • React
  • TypeScript
  • Win32 P/Invoke
// extension + backend Personal tool

Volley

Voice-trained reply drafting for X and Threads

A Chrome extension and Rust backend that drafts replies in your own voice on X and Threads — assistive by design: it matches your voice from your real posts, and a human reviews and sends every draft. Built to grow an audience without sounding like a bot.

  • Rust
  • axum
  • SQLite
  • React 19
  • TypeScript

Building something that needs this kind of engineering?

I take on a small number of select projects and collaborations: AI-assisted product builds, agent infrastructure, and the platform work behind them. If that sounds like your problem, let's talk.