Software architecture & engineering consultancy

Forward-deployed engineers for AI-native systems.

We join your engineering team and own the messy, high-stakes work: AI agents and MCP integrations, backend architecture, and the systems around them — from discovery through production to adoption.

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01 / how we work

Engineering that stays close to the work.

  1. 01 / embed

    Join the team, not a vendor thread.

    We work in your repos, your tools, and your delivery rhythm, next to the people who own the outcome. You get engineers who make decisions and ship — not a status deck.

  2. 02 / discovery

    Map the real constraints.

    We trace the architecture, the data boundaries, and the delivery risks before writing code. You get a shared technical direction, a prioritized plan, and clear ownership.

  3. 03 / production

    Build the path to production.

    We design, implement, test, and deploy the systems that remove the constraint — including the unglamorous reliability work. You get working software with production safeguards and documented decisions.

  4. 04 / adoption

    Leave capability behind.

    We pair with your team, set the operating practices, and close the gaps that block confident ownership. You get a team that runs, extends, and improves the system after we leave.

02 / selected work

Work that reaches production.

03 / products

Products we build and run.

OnlyJobs

Live

AI job matching that explains itself.

Scrapes 30+ job sources every day into a normalized index, scores every role against your profile, and generates a plain-language reason for each match — so you see why a role fits, not just that it did. Live in beta.

  • TypeScript
  • Next.js
  • Tailwind
  • MongoDB
  • OpenAI
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OnlyMoney

Private

An AI-native personal finance system.

Ingests connected financial accounts through data connectors, normalizes them into event pipelines, and runs a governed analysis layer that flags anomalies, evaluates rules, and surfaces patterns with traceable, AI-assisted explanations. In private beta; browser and desktop apps planned.

  • TypeScript
  • Vite
  • MongoDB
  • Claude
  • OpenAI (voice)
  • Electron
04 / contact

Bring us into the hard part.

Tell us what's blocked. We'll help your team move it into production.