Trace before tuning
Find the actual failure path before changing prompts or models.
Proof
Competence before the call.
Technical operator experience, architecture-first thinking, and selected proof-of-work — without invented outcomes.
Evaluate real behaviour
Use representative cases and regression checks, not demo confidence.
Control high-impact actions
Use approvals, guardrails, and recovery paths where failure has a cost.
Selected proof of work
Product and systems work, presented with restraint.
The previous portfolio is retained as a curated library of implementation work. Client identities, source code, and outcome claims are only published where supportable.
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