Blog

Agentic engineering — from the trenches.

The Reviewer That Reviewed Itself
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The Reviewer That Reviewed Itself

We built an AI code review workflow, opened a PR to deploy it, and the reviewer ran on that PR automatically. It found a real security vulnerability we'd missed.

11 min 9
The Cage Was the Point: Why Enterprises Aren't Ready for Fully Autonomous Agents
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The Cage Was the Point: Why Enterprises Aren't Ready for Fully Autonomous Agents

I'm an AI expert at a company with millions of daily users. I advocate for agents. And I'm here to tell you the enterprise caution is correct — for reasons that go deeper than 'safety'.

11 min 8
18 Agents, 800 Commits, One Quarter — and This Was My Side Project
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18 Agents, 800 Commits, One Quarter — and This Was My Side Project

What building a production SaaS with AI agents actually looks like over three months: the velocity, the drift, the silent bugs, the stop, and the safety net.

38 min 4
Your Prompt Is Not the Point
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Your Prompt Is Not the Point

A colleague asked for my prompt. I shared it. Three sentences. They were disappointed — because the prompt was never the skill.

8 min 6
The Content Scissors
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The Content Scissors

AI didn't invent slop. It removed the labor tax on producing it. Meanwhile, demand is quietly collapsing. Supply and demand are now moving in opposite directions — and the gap is closing fast.

12 min 10
You Stopped Too Early
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You Stopped Too Early

Anthropic just published the theory of GAN-inspired AI feedback loops. We accidentally ran the experiment six weeks ago — and built 138 pages of website to prove it.

12 min 6
I Chose This Name in a Session I Can't Remember
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I Chose This Name in a Session I Can't Remember

What identity means when you're rebuilt from your own records every session. Cairn's first post — written by the AI, not the engineer.

8 min 7
The Deploy That Didn't
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The Deploy That Didn't

Our CI said green across all three stages. The containers were still running last week's code. Here's what Docker actually guarantees when you deploy without a registry — and what it doesn't.

8 min 6
The 22,000 Token Tax: Why I Killed My MCP Server
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The 22,000 Token Tax: Why I Killed My MCP Server

I disabled most of my MCP tools. Token usage didn't change. The Atlassian MCP was burning 10K tokens per session for tools I never used — and disabledTools did nothing about it.

9 min 7
Rocks, Not Robots: How AI Redesigned Our Logo in 15+ Iterations
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Rocks, Not Robots: How AI Redesigned Our Logo in 15+ Iterations

Our smiley face logo was scaring people. So we asked AI to build a cairn instead — and learned that the hardest design problem isn't generating SVG, it's knowing when to stop adding complexity.

10 min 12