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Sho Naka

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I Almost Built a VSCode Extension. Four GitHub Searches Changed My Mind.

I Almost Built a VSCode Extension. Four GitHub Searches Changed My Mind.

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9 min read
I Built 3 Checks Into My AI's Slack Workflow. I've Used One of Them Zero Times.

I Built 3 Checks Into My AI's Slack Workflow. I've Used One of Them Zero Times.

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7 min read
The Humans Become the Bottleneck: A Structural View of AI-Augmented Teams

The Humans Become the Bottleneck: A Structural View of AI-Augmented Teams

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5 min read
CLAUDE.md Is Not a Prompt File. It Is an Operating Boundary.

CLAUDE.md Is Not a Prompt File. It Is an Operating Boundary.

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5 min read
I Measured Claude Code's Prompt-Cache Cost Three Ways. 85% of It Wasn't Mine to Trim.

I Measured Claude Code's Prompt-Cache Cost Three Ways. 85% of It Wasn't Mine to Trim.

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4 min read
McDonald's ran an AI drive-thru pilot for 3 years across 100+ stores, then killed it. It wasn't an accuracy problem.

McDonald's ran an AI drive-thru pilot for 3 years across 100+ stores, then killed it. It wasn't an accuracy problem.

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4 min read
I Stopped Asking AI Agents to Behave: 3 Permission Levels Instead

I Stopped Asking AI Agents to Behave: 3 Permission Levels Instead

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7 min read
Open-ended delegation freezes half a room. Here's what unfroze them

Open-ended delegation freezes half a room. Here's what unfroze them

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9 min read
My menu bar clock disappeared after a macOS update. I wrote a 50-line VS Code extension instead of trusting a marketplace one.

My menu bar clock disappeared after a macOS update. I wrote a 50-line VS Code extension instead of trusting a marketplace one.

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5 min read
Guard Scripts Don't Stop an AI Agent From Publishing Your Draft. It Has a Shell

Guard Scripts Don't Stop an AI Agent From Publishing Your Draft. It Has a Shell

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8 min read
Stop Fixing Your AI Writing Prompt. Make These 5 Decisions First

Stop Fixing Your AI Writing Prompt. Make These 5 Decisions First

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11 min read
Don't Trust Your SSH Config Until ssh -G Proves It: The Host * Ordering Trap

Don't Trust Your SSH Config Until ssh -G Proves It: The Host * Ordering Trap

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6 min read
LLM-as-Judge Is Too Lenient. Here's a Cheap Fix: Judge Refute (Maybe) Arbitrate

LLM-as-Judge Is Too Lenient. Here's a Cheap Fix: Judge Refute (Maybe) Arbitrate

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8 min read
Why Skipping Research and Structure Costs More When You Know the Topic Well

Why Skipping Research and Structure Costs More When You Know the Topic Well

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4 min read
My Mac dev environment broke on every brew upgrade. Here's the shared-dependency bug I kept fixing wrong.

My Mac dev environment broke on every brew upgrade. Here's the shared-dependency bug I kept fixing wrong.

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3 min read
Why is the review getting stuck even though it became faster with the introduction of AI?

Why is the review getting stuck even though it became faster with the introduction of AI?

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10 min read
Choosing Between Image AI and Code-First Tools for Technical Diagrams: An 8-Tool Comparison

Choosing Between Image AI and Code-First Tools for Technical Diagrams: An 8-Tool Comparison

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5 min read
Tests Pass, Design Breaks: Why TDD Can't Hold the Line on Design Intent

Tests Pass, Design Breaks: Why TDD Can't Hold the Line on Design Intent

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7 min read
My AI agent built a feature that already existed 15 times

My AI agent built a feature that already existed 15 times

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4 min read
AI made generation cheap. It did not make judgment cheap.

AI made generation cheap. It did not make judgment cheap.

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5 min read
No errors, but the email never arrives — it's probably not your code

No errors, but the email never arrives — it's probably not your code

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5 min read
I Copied a Google AI Studio Session by Hand. Most of the Data Was Gone.

I Copied a Google AI Studio Session by Hand. Most of the Data Was Gone.

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3 min read
Why AI Keeps Making the Same Mistake — And Why Correcting It Each Time Doesn't Work

Why AI Keeps Making the Same Mistake — And Why Correcting It Each Time Doesn't Work

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6 min read
Why 'Just Be Careful Next Time' Never Reaches an AI

Why 'Just Be Careful Next Time' Never Reaches an AI

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6 min read
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