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Productivity

Productivity includes tips on how to use tools and software, process optimization, useful references, experience, and mindstate optimization.

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I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

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6 min read
Sometimes, you have to be comfortable saying, “This working relationship isn’t working for me.

Sometimes, you have to be comfortable saying, “This working relationship isn’t working for me.

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1 min read
I Treat My Video Descriptions Like a Build Artifact Now. Here's the Pipeline.

I Treat My Video Descriptions Like a Build Artifact Now. Here's the Pipeline.

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7 min read
Every Week a New Model Drops. Here's the 30-Minute Eval I Run Before Believing the Hype

Every Week a New Model Drops. Here's the 30-Minute Eval I Run Before Believing the Hype

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4 min read
Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

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4 min read
Hello DEV: Building Safer, Smarter Battery Systems

Hello DEV: Building Safer, Smarter Battery Systems

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1 min read
A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

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4 min read
I gave Claude Code a team. Then I caught it grading its own homework.

I gave Claude Code a team. Then I caught it grading its own homework.

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7 min read
Your AI Coding Assistant Writes Shell Commands. Do You Actually Test Them Before They Run?

Your AI Coding Assistant Writes Shell Commands. Do You Actually Test Them Before They Run?

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5 min read
A Disposable Sandbox Pattern for Testing AI Coding Agents Safely

A Disposable Sandbox Pattern for Testing AI Coding Agents Safely

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4 min read
I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead

I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead

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6 min read
Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

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5 min read
A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

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5 min read
A Sandbox-First Workflow for Evaluating AI Coding Models on a Zero Budget

A Sandbox-First Workflow for Evaluating AI Coding Models on a Zero Budget

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5 min read
I Built 75+ Free Developer Tools — Here's What I Learned

I Built 75+ Free Developer Tools — Here's What I Learned

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1 min read
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