Notes from someone who ships AI-built software

Make AI work for your business,without breaking the bank.

Anyone can prompt an AI into a demo.

5 gated stages8.0/10 min score to ship~90% of the bill is avoidable2 new essays a week

The gated pipeline, live

Click a stage. Each one answers a single question, and nothing moves forward until the answer is yes.

Stage 1 · I approve

Discover data

Q: Is the data provably correct?

An agent inventories candidate tables, profiles the data, and hunts for a better source. It must reproduce a known-true anchor number to the penny before anything advances.

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Two a week. Pipeline, cost, data, and how to actually work with AI.

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August 26, 2026 · 7 min read

How to Deploy an LLM in Production: A Gated Checklist

Seven gates, each one blocking the next. Most projects should die at Gate 1, and the ones that survive all seven are the ones people actually trust.

Operating ModelEnterprise AIData & Verification
July 27, 2026 · 5 min read

You Already Manage an AI

Prompting, examples, review: you learned all of it the first time you delegated. AI fluency is management fluency with a shorter feedback loop.

Enterprise AIOperating Model
July 22, 2026 · 5 min read

Speak English About AI

Jargon is a tax you pay in stakeholders. Plain language isn't dumbing it down; it's the half of deployment nobody budgets for.

Enterprise AIOperating Model
July 22, 2026 · 6 min read

Cost-Per-Outcome, Not Cost-Per-Token

The token price is the smallest number in your AI economics; the one that matters is what it costs to produce an output that survives verification.

Operating ModelData & VerificationEnterprise AI
July 21, 2026 · 10 min read

Quality gates that keep AI-generated code honest

AI writes plausible-but-wrong code at high speed. These automated gates — scoring, smoke tests, visual review, a pre-push hook — stop it from shipping.

aiqualitytestingci
July 21, 2026 · 14 min read

How I run a gated build pipeline for AI-generated production apps

AI can write a whole app in an afternoon. The hard part is making sure the app is correct, safe, and maintainable. Here's the gated pipeline I use to get there on the first build instead of the fifteenth.

aipipelineproductionworkflow
July 18, 2026 · 9 min read

Give your AI a memory so you stop re-explaining yourself

A small file-based memory turns a forgetful assistant into one that compounds — better output, fewer tokens, no more repeating yourself every session.

aiworkflowproductivitycontext
July 14, 2026 · 10 min read

Prove the data before you write a line of app code

The most expensive AI app failures are data failures. A data-contract gate — with a reproducible anchor number — stops them cold.

aidataqualitysnowflake
July 7, 2026 · 11 min read

The app-factory pattern for internal data apps

Stop hand-building one-off internal dashboards. Scaffold them from templates so auth, health, branding, and deploys are identical every time.

aiarchitectureplatformdata-apps
June 30, 2026 · 9 min read

Real AI leverage without blowing your budget

How a solo operator or small team gets outsized results from AI while keeping the monthly bill boringly small.

aicostsmall-businessproductivity