Research first. Build second. Ship when it's real.
In July 2026 we shipped our first fine-tuned model — inkling-hire, built and audited in public in ten days.
| Product | What it does | |
|---|---|---|
| 🧠 | inkling-hire | Self-hosted AI résumé screening with an always-on bias audit. Powered by a fine-tuned Inkling model (nahrin/inkling-hire) — calibrated scores, blind review by default, human-in-the-loop by construction. First model in the inkling-* series. Your candidate data never leaves your infrastructure. |
| 🔬 | Winnow | An open, controlled harness for testing bias in AI résumé screeners. Built to find bias; tested four kinds across two production models with real controls — and found they don't robustly replicate on current models. Honest null, open code. The story → |
| 🤖 | agents | 19 specialist AI agents for Claude Code — full sprint cycle from strategy to shipping, with mobile and privacy specialists and an adversarial plan critic. Unattended runs with notifications, hard budget caps, and worktree isolation. No platform. No login. Your code never leaves your machine. |
| 🕸️ | network | Map your professional network. Find your side door. Built on 50 years of weak-ties research — no login, no server, your data never leaves your browser. |
| 📊 | github-traffic-agent | AI-powered GitHub Action that collects repo traffic data daily and generates Claude-powered intelligence briefs. Deterministic data spine with LLM-generated insights — runs on a schedule, no server needed. |
| 🪪 | ProfileCard (private beta) | Turns your resume into an interactive AI-powered profile card in 60 seconds. Recruiters chat with your AI agent instead of a screening call. Includes voice cloning, profile analytics, AI interview coaching, and a LinkedIn network visualizer. |
The work is built on two papers:
📄 The AI Recruitment Crisis — why algorithmic hiring is broken
📄 The Invisible Network — weak-ties theory and the hidden referral economy
The systems people depend on — hiring, networking, building software — are broken by design.
Every tool we build is an attempt to give individuals back what those systems took from them.
No VC. No platform. No data stored. Building in public.
