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Field notes on AI systems, GTM, and revenue architecture.

Practical breakdowns from systems I build and run. Not theory: architecture, stack choices, and operator lessons from live deployments.

FeaturedAI Systems

GPT-6 Astra came fourth on the intelligence index. That is the most interesting thing about it.

GPT-6 Astra ranks fourth on the intelligence index, behind three Claude models, and wins almost every benchmark that involves finishing work.

11 min readRead

25 articles

AI Marketing01

An AI CMO without a plan is just a very fast intern

11 min read
AI Systems02

GPT-5.6 vs Claude 5: the first tests say the biggest shift isn't a new benchmark leader

17 min read
AI Systems03

Claude Fable 5 found a live bug on my site on day one, so I made it compete with Opus and Sonnet

22 min read
AI Systems04

The Claude Code GTM Agent Starter Pack

8 min read
Insight05

A GTM agent that runs outbound, enriches CRM, and costs $2 per run

7 min read
AI Systems06

Sonnet 5 is now the cheaper model. That is not the same as the cheaper answer.

7 min read
Operator Playbooks07

Replatforming a large B2B website without losing the pipeline

5 min read
Products08

The browser bookmark is the wrong primitive

5 min read
AI Systems09

How I use Claude Code in client GTM work

6 min read
AI Systems10

The AI stack I actually run in production

7 min read
GTM Architecture11

Why CRM-first beats prompt-first in AI adoption

8 min read
Operator Playbooks12

From Framer to Astro: the build vs buy decision behind this site

9 min read
Insight13

Cloudflare migration: what you get beyond hosting

10 min read
Insight14

Rebuilding my site with Claude Code, Codex, and zero frontend experience

13 min read
Products15

macOS Teleprompter for MacBook Notch: building a native Swift app

4 min read
Products16

What 10+ shipped micro-apps taught me about building with AI

4 min read
AI Systems17

I replaced the Google Ads UI with a dashboard that tells me what to do next

4 min read
AI Systems18

Four layers that make a GTM agent actually work in production

5 min read
Operator Playbooks19

When to build your GTM tool and when to just buy one

4 min read
AI Systems20

Most AI adoption frameworks are built for demos, not for teams

5 min read
GTM Architecture21

Campaigns plateau. Systems compound. The difference matters.

4 min read
GTM Architecture22

Your CRM is an expensive address book. Here is how to fix that.

5 min read
Products23

Building a booking engine for a market nobody else wanted

4 min read
GTM Architecture24

The growth system I built when founder-led sales stopped scaling

5 min read

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