2 Aug 2026
The warranty wakes up
Many post-purchase promises are priced as if customers will forget, lose the receipt, or give up. Cheap AI memory changes that: the claim rate becomes a product and operations problem, not just a support problem.
I'm Mitchell, a full-stack AI Software Engineer.
I design, develop and ship practical AI 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.
26 Jul 2026
Work needs receipts
As AI vision and reasoning get cheap, the valuable automation may not be doing the work but proving the work happened. The next quiet product surface is the proof layer: photos, timestamps, signatures, comparisons, and exception trails that decide invoices, refunds, claims, and blame.
19 Jul 2026
Friction stops working
Many businesses quietly rely on customer effort as a filter: the people who wait, chase, call back, or argue are the ones who get resolution. AI agents change the economics by making persistence cheap, forcing companies to design for clear delegated resolution instead of human exhaustion.
14 Jul 2026
The policy shelf
When AI agents choose where to buy, book, return, cancel, or substitute, the policy page stops being legal furniture. Returns, delivery cutoffs, cancellation windows, warranties, and exception rules become part of the product itself.
5 Jul 2026
The promise patrol
As voice and browser agents get cheap, businesses will stop testing only whether systems work and start testing whether promises survive contact with real workflows. The next useful AI layer may be a quiet patrol that catches the gap between the website, the chatbot, the receptionist, the checkout, and the policy binder.
24 May 2026
Phantom adoption
The gap between the boardroom view of AI deployment and the daily reality on the floor is creating a new category of enterprise failure: tools that look adopted but deliver nothing.
Projects
- Project
- dex
- Description
- A standalone workflow automation framework for Claude Code that runs ticket-to-PR lifecycles through quality-gated phase loops and worktree isolation.
- Project
- lofield.fm
- Description
- Create lofi beats using natural language. Just describe what you want, and AI generates the music for you.
- 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-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.
Work
- Company
- AI Product Engineer
- Role
- Start-ups / Scale-ups
- Date
- Company
- Full-stack Product Engineer
- Role
- Start-ups / Scale-ups
- Date
- Company
- UX/UI Designer / Front-end Developer
- Role
- Enterprise Technology
- Date