Battle-tested playbooks

Turn a voice description into a tested, disclosed, and reversible GPT-Live release without confusing voice design with conversation behavior.

Find persistence, scope violations, and unsafe workarounds before an agent can turn a blocked task into a real-world incident.

Turn weak prompt-cache reuse into an evidence-backed investigation of prefixes, request settings, routing, cost, and latency.

Turn a risky rewrite into behavior-preserving slices with compatibility seams, explicit oracles, independent review, and production evidence.

Split software work across concurrent agents with explicit dependencies, isolated ownership, bounded concurrency, and evidence-first integration.

Review agent-authored changes with depth matched to risk, bounded context, evidence-backed findings, explicit adjudication, and independent merge gates.

Instrument AI agents with useful traces, stable identities, privacy controls, and outcome metrics without turning prompts into a data leak.

Build portable agent evaluations from real failures, stable tasks, mixed graders, repeated trials, trace review, and evidence-based CI release gates.

Design agent runtimes that isolate execution, survive restarts, protect credentials, gate risky actions, and publish only verified work.

Skills turn AI coding agents into repeatable workflows. Learn how to create, organize, and invoke custom skills in Claude Code, OpenAI Codex, and GitHub Copilot.

Most AI coding advice focuses on prompting better. This guide explains why verification matters more than prompting, how junior developers get fooled by confident AI output, and the review workflow I use to catch bad code before it reaches production

Step-by-step guide to configuring a Google Workspace account as your SMTP sender so contact form submissions land reliably in your inbox.

A deep-dive into writing prompts that actually work: context, roles, chain-of-thought, multi-turn workflows, system prompts, and the mental model behind why models respond the way they do.

Most developers memorize Git commands without understanding what's happening underneath. This guide breaks down commits, branches, HEAD, reset, rebase, and recovery so you can think in graphs instead of praying commands work.

Everything you need to know about effective Git workflows - branching strategies, commit conventions, PR best practices, and automation that keeps your repo clean at scale.

How to repost to Dev.to without sacrificing your own site's rankings: canonical links, sitemaps, and Google Search Console working together.