Your engineers are using AI. Some of what they ship works; some of it nobody fully trusts. Our spec-driven, test-gated methodology turns agent velocity into a competitive advantage: code you can ship today and still maintain in eighteen months.
Transformation · Factory · Ops · DIY stack →
Code became a commodity the day agents learned to write it. What remains valuable is the decision of what to build and the guardrails that prove it works. Everything else is theatre.
Batch up work, estimate in fiction, demo to a half-attentive room, retro the same five problems forever.
One spec in, one deployment out. No batches. No ceremony. The backlog is a directory of prompts and tests.
Frontend, backend, DevOps, QA — each a separate hire, each a separate queue, each a separate excuse for why it's late.
The spec is the contract. The agent crosses the stack. The operator reviews the output. One flow, no handoffs.
Wait for the planning meeting. Wait for the review meeting. Wait for the stakeholder meeting. The calendar is the bottleneck.
The spec is the conversation. Written once, generated from forever. Anyone can read it, anyone can contribute, nothing gets lost in chat.
Ship it and pray. Let the QA team find what the dev team missed. Triage, regress, re-release. Pay for the same bug three times.
The tests are the deliverable. They existed before the code. They prove the code works. They survive every rewrite.
Pick the one that matches where you are. Most teams start with the diagnostic — the free one or the expert version.
Your team has 20–200 engineers and a backlog of AI initiatives that never made it past prototype. We rewire the delivery flow — specs, agents, tests, ship — and leave your team running it.
You raised a seed and shipped a prototype with Cursor. It works. It won't scale, integrate, or pass security review. We ship the production cut with guardrails that survive your first real customer.
A one-sitting install: vault, MCP, transcription, and Cowork wired up for your team. Same stack we use internally — with the instructions to scale it. Or grab it yourself on GitHub.
The tools we use internally are the tools we give away. The thesis we sell is the thesis we prove in public, one repository at a time.
No signup, no download-gate, no "book a demo." Fork it, run it, ship with it.
The diagnostic prompt bundle + scorecard template we use for the $500 diagnostic. Run it yourself on your own repo with any agent — Cursor, Windsurf, Claude Code.
Install the LEAP methodology directly into Claude Code. Spec-driven rules, UI/frontend guardrails, enforced by the agent.
Vault + MCP + transcription + Cowork, wired up. The same stack we install for paying clients — configs, prompts, and onboarding docs, open source.
Record every call with OBS, transcribe with Deepgram, land a searchable markdown in your vault. The full pipeline, open source.
Our public thesis: code is a commodity, guardrails are the product. The hub explains it. The proof verifies it — at production scale.
The manifesto, spec v0.2, agent guidelines, examples. Pinned on the GitHub profile. Start here if you want to understand the thesis.
SQLite, rewritten five times in a week. C, Rust, Zig, Go, Python — all emitted by AI agents from one language-neutral spec. Byte-identical .db files to mainline. 98.88–99.98% on SQLite's own 622-file test corpus. Zero crashes on the four compiled targets.
You do. All code, specs, schemas, and tests are yours — work-for-hire, full transfer on delivery. The LEAP methodology itself is MIT-licensed and public. Nothing about what we ship is proprietary to us.
Month-to-month. Cancel with 14 days' notice. You keep the specs, tests, and code already shipped. No termination fees. We'd rather lose a bad fit early than drag a mismatch into quarter two.
Named senior engineer as lead on every engagement. Supported by our agentic delivery pool — not outsourced, not offshore. You meet the human running your work before you sign.
We ship weekly. A miss gets called out in the weekly review, not hidden. Root cause, new estimate, recovery plan — in writing.
No. LEAP is agent-agnostic by design — the same specs and tests work across Claude, GPT-5.x, Gemini 3, Cursor, Windsurf. Your stack, your choice. We use what you use.
The $500 expert diagnostic is your foot in the door. It's not required to work with us — but it's the fastest way to find out if we're a fit before committing to a monthly engagement. If the diagnostic says "you don't need us," we'll tell you.
12 dimensions. Spec coverage, test quality, agent integration, deploy cadence, observability, security — scored against the LEAP baseline. Run it yourself or let us do it.
Run leap-audit on your repo with any AI agent — Claude Code, Cursor, Windsurf, ChatGPT. Get a scorecard in minutes. No login, no email, no strings.
We run the audit, read your repo, write the report, and debrief live. For teams that want interpretation, not just the scan.