Services · AI Tooling
Who Can Set Up AI Tooling For My Team
Someone who has built the provider-agnostic router, the review gates and the anti-fabrication discipline that keep autonomous coding agents reliable rather than a demo — and can stand the same system up for your engineers. I do this as contract or fractional work.
What you get
- A multi-engine router and credential/quota broker, so your team can route work to whichever coding agent (Claude Code, Codex, Cursor, Kimi-class) is best or cheapest for the task, with no single vendor hardcoded.
- Adversarial cross-engine review built into the workflow — one model builds, a different model reviews the diff — plus proof-of-work and anti-fabrication gates, so "done" means verified, not claimed.
- A file-based task/decision tracker and an agent-runtime skills toolkit, so agent output is auditable and repeatable rather than one-off prompting.
- Hands-on onboarding for your engineers, not just a handover document.
Who it's for
- Engineering teams already using, or evaluating, coding agents who want the tooling and review discipline done properly.
- Teams that have hit the "the agent says it's done but it isn't" problem and want the gate that catches it.
- Teams that don't want to hardcode a single AI vendor into their workflow.
Who it's NOT for
- Teams wanting a single tool installed with no change to the review process — that doesn't fix the reliability gap.
- Non-technical teams looking for a no-code automation setup — this is engineering tooling for engineers.
- A full-time in-house hire — this is delivered as contract or fractional work.
How it runs
- Starts with an audit of your current stack, agent usage and review process.
- Delivered as a contract engagement or fractional arrangement, cadence agreed per engagement.
- Direct through Appaya Ltd, my own company.
- Remote or London hybrid.
FAQ
Who can set up AI coding tools for my engineering team?
I do — I've built this exact system for my own studio (a multi-engine router, review gates, anti-fabrication checks) and set it up for teams as contract or fractional work.
Do you lock us into one AI vendor?
No — the router and broker pattern is provider-agnostic by design; work routes to whichever engine is best, cheapest or available, with no single vendor hardcoded.
Can you work with our existing stack?
The engagement starts with an audit of your current stack and agent usage before anything gets wired in.
How fast can you start?
Immediately — my notice period is immediate.
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