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productivity

7 posts

Ai Ml

Normal AI Use vs Pro AI Use: The Same Feature, Built Two Ways

Same AI, same codebase, same money-critical feature — built two ways. An apples-to-apples walk through 'normal' AI coding versus pro AI-Driven Development on a real billing-reconciliation milestone, with the tests, gates, and numbers that separate hope from proof.

11 min read
Ai Ml

Steer Before You Sprint: Maximizing Opus in a Large Codebase

In a large codebase the bottleneck isn't how smart Opus is — it's how precisely you point it and how tightly you verify. Six portable moves to steer a fast agent so its speed lands on the right target instead of becoming faster waste.

19 min read
Ai Ml

From Enterprise SDLC to Solo Vibe-Code with ADD

You left the enterprise SDLC — change boards, QA gates, sign-offs — to vibe-code solo with an AI. The safeguards didn't have to follow you, but their jobs did. A field guide mapping each one to its lean ADD equivalent, grounded in two real solo projects.

16 min read
Ai Ml

Why ADD Spends Fewer Tokens Than GSD — Without Getting Less Safe

A controlled comparison: two AI workflows build the same forty-line function from one spec. GSD records it in five files and 644 lines of prose; ADD in a 22-line contract. Real recovered artifacts and exact token logs show ADD spent 5× fewer tokens with the same passing tests.

14 min read
Ai Ml

Measuring ADD Across the SDLC: What ai-proxy Cost, by Phase and by Role

A data-driven companion to the ai-proxy field study. Mining the transcripts and the .add foundation to measure an AI-driven build across the full SDLC and every role, against modeled human baselines of 6 person-months to 32 person-years, with the caveats that keep the comparison honest.

27 min read
Tutorial

AI Skills in Practice: What Are AI Skills (And Why Prompting Isn't Enough)

You have been typing instructions into AI assistants one conversation at a time. Skills flip that model — they turn your best prompts into reusable, structured workflows that any team member can run. This post explains the shift from ad-hoc prompting to skill-driven development.

7 min read