Speaking and consultancy
Talks and consultancy on enterprise AI engineering
I build FixedCode and talk about the patterns underneath it: spec-driven generation, regeneration contracts, and how enterprise teams put AI on both sides of an engine they can trust. Book me for a conference, a meetup, or your engineering org.
Speaking
I do conference sessions, meetup talks, and internal company events. The material comes from building FixedCode and from watching AI-assisted delivery succeed and fail inside large organisations. Every talk is concrete, demo-friendly, and none of it is a product pitch.
The AI Sandwich
AI drafts the spec, a deterministic engine generates the service, AI fills in the business logic. Why the boring middle layer is the part most teams are missing. Read the essay.
Token min-maxxing
Tokenmaxxing is half right. Minimise the tokens spent on deterministic code, maximise the ones that buy judgment: 600 tokens of spec instead of 8,000 tokens of code. Read the essay.
Code you can regenerate
Regeneration contracts, extension points, and how generated code survives a year of human edits without a merge conflict. Read the essay.
CFRs from day zero
Auth, observability, resilience, and audit baked into every generated service instead of retrofitted after the incident.
From codebase to bundle
Take the best service your org ever shipped and turn it into a template every team can stamp out.
Consultancy
For companies that want the patterns applied rather than described. A typical engagement:
- 01
Assess how your teams use AI today: where it compounds, where it leaks quality, and where review has become theatre.
- 02
Extract your platform standards into specs and bundles, so the golden path is generated rather than documented.
- 03
Leave your teams running the sandwich on their own stack, with the guardrails encoded in an engine rather than in a wiki.
Booking
Tell me what you are running, the audience, and when, and I will reply with availability and an outline.
Email me