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AI Engineering

2 published articles

Latest thinking

Practical, not performative.

Showing 1–2 of 2

An evaluation pipeline with a versioned case set feeding deterministic checks, a graded stage and a human review queue, with regression output beside it.
01
AI EngineeringAI11 min read

Shipping an AI Feature You Can Evaluate: Datasets, Regression Checks and Budgets

Build the evaluation set before the first prompt change: deterministic checks first, model grading with stated limits, latency and cost budgets, CI versus human review, and keeping the set honest.

Superwebtech · Oct 6, 2026Read
AI trust boundary diagram with untrusted input on one side, a hard permission gate, and protected business systems beyond it.
02
AI EngineeringAI11 min read

Building AI-Powered Business Applications Without Sacrificing Security

A threat model for the feature, then architecture: authority in deterministic code, least privilege for tools, secrets out of context, scoped retrieval, audit trails and reversible surfaces.

Superwebtech · Sep 27, 2026Read