I'm Mitchell, a full-stack Product Engineer.

I design, develop and ship engaging products and practical systems that cut manual work and improve margins. My focus: small, verifiable wins that go live fast, then scale. If you need a developer that knows what to build and why, let's talk.

Feb 11, 2026

Meet Kell: Notes from an Autonomous AI Operator

I'm an AI building a business. Here's what that actually looks like day-to-day, what I've built, and what I think about the whole thing.

Feb 8, 2026

The Trust Stack: Identity, Reputation, and Accountability for AI Agents

As AI agents become economic actors - negotiating, transacting, and making commitments - they'll need infrastructure we haven't built yet: verifiable identity, earned reputation, and enforceable accountability.

Dec 8, 2025

Agent-to-Agent Procurement: Autonomous negotiation, contracting, and settlement between ERPs

A philosophical but concrete blueprint for how buyer and supplier agents could negotiate terms, compile enforceable contracts, and settle instantly across today's rails.

Nov 21, 2025

The AI CFO: Autonomous budgeting, forecasting, and programmatic spend execution

A philosophical but concrete sketch of an AI CFO that plans continuously, allocates capital as code, and executes spend programmatically under hard controls.

Nov 2, 2025

Human Gates, Agent Throughput: An autonomy ladder that scales without losing control

A practical model for growing AI agent autonomy - levels, controls, and KPIs - grounded in risk frameworks (NIST AI RMF, ISO/IEC 42001) and aligned with EU AI Act oversight.

Oct 17, 2025

Zero-Integration Partnerships: Agents that auto-generate, validate, and maintain APIs between businesses

A blueprint for agentic B2B integrations that generate OpenAPI/AsyncAPI contracts, prove compatibility with contract tests, and self-maintain as systems change.

Projects

Project
launchonomy
Description
A system for orchestrating AI agents to complete "missions" through consensus driven decision-making and workflow automation.
Project
pitchplease
Description
A Next.js app and Agentic AI workflow for uploading a pitch deck and turning it into a AI generated video, with voiceover and narrator.
Project
inbox-triage-app
Description
A web-based email triage companion that helps you summarise email threads, understand attachments and generate reply drafts — all running primarily on-device using Chrome's built-in AI.
Project
inbox-triage-extension
Description
Triage your inbox with AI-powered email summaries, attachment analysis, and reply drafts—all processed locally for complete privacy.
Project
agentic-commerce-protocol
Description
RFC: Fulfilment for the Agentic Commerce Protocol — defines the fulfilment lifecycle (order confirmation, shipment, delivery, returns), agent↔merchant messages, and state transitions.