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Most AI ships fast and breaks trust. I ship fast and don't.

Security leader and hands-on builder. 13 AI products shipped with guardrails baked in — not bolted on.

agent-builder
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13AI products shipped
19articles published
14step free course
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What I do

Build

AI-powered internal tools, secure SaaS, agent workflows

Protect

Identity, data pipelines, telemetry, and AI systems

Execute

Cloud-native delivery with guardrails and self-service

“Move fast and break things” doesn't work when the things are people's data, trust, and safety.

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Selected work

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Writing

Sonnet 5 Just Outscored Opus on Knowledge Work — at $2 a Million Tokens. Here's the Fine Print.

7 min

Anthropic's new default model scores 63.2% on SWE-bench Pro, beats Opus 4.8 on GDPval, and costs $2/$10 through August. But a new tokenizer inflates real costs up to 35%, and xhigh effort can erase the savings entirely. Here's the honest math.

Fable 5 Is Back — Included in Your Plan Until July 7. Don't Waste the Window.

7 min

Three weeks after emergency export controls pulled it offline, Fable 5 returned today with a hardened classifier and a deal: up to 50% of your weekly usage limits, included, through July 7. Then it goes metered. Here's what happened, what to do right now, and what to throw at it this week.

A $4 GitHub Clone and a One-Day, 50-Million-Line Migration: Fable 5's First Week

8 min

Anthropic just shipped the first Mythos-class model the public can touch. Three days in, people are beating Pokémon with vision alone, building game engines in a week, and compressing two-month migrations into a day. Here's what's real, what it costs, and where the guardrails bite.

Opus 4.7 Leads Every Benchmark Today. Here Are 5 Problems Where That Actually Matters.

10 min

Opus 4.7 jumped 11 points on SWE-Bench Pro, added an xhigh effort level, tripled its vision resolution, and ships with automatic cybersecurity safeguards. Here are the 5 problems where I'm already pointing it.

Anthropic Found 1,000 Zero-Days Nobody Else Could. Then They Gave Them Away.

9 min

Project Glasswing pairs an unreleased AI model with 12 industry partners to find and fix critical vulnerabilities before attackers can exploit them. Here's what it means for defenders.

14 Claude Code Features Most Developers Haven't Tried Yet

8 min

Claude Code has quietly shipped session forking, batch parallelism, lifecycle hooks, voice input, and more. Here's the complete feature map with examples for each.

Let's build something real

If you need help shipping AI that's secure, fast, and actually works — let's talk.

Get in touch