Safety is structural
Risky actions get technical limits, not reassuring prompts.
How I work
From messy idea to useful system.
AI can produce answers quickly. The interesting work is deciding what to build, where it can fail, and how to prove it deserves to stay.
- Start with the knot
Find the real problem
Who is stuck, what decision matters, and what would genuinely help?
Draw the map
Define the smallest complete path from request to useful result.
- Agents get job descriptions too
Give everyone a job
Separate roles, tools, memory, and hard safety boundaries.
Ship the useful slice
Put one end-to-end workflow in the real world early.
- No “seems fine”
Watch, prove, improve
Test it live, audit the risks, measure cost, and loop with evidence.
↺Every result teaches the next version
THE NON-NEGOTIABLES
Useful beats impressive.
The flow stays playful. The standards underneath it do not.
Claims need proof
Tests, live checks, and audit trails replace “it should work.”
Cost shapes design
Budgets and operating limits guide the architecture from day one.