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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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My Doc-Drift Checker Has Two Different Ideas of "Documented," and Only Uses the Wrong One

My Doc-Drift Checker Has Two Different Ideas of "Documented," and Only Uses the Wrong One

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4 min read
When Do You Decide a Project Is Done?

When Do You Decide a Project Is Done?

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3 min read
Your Custom AI App Is the New Security Perimeter: Why RAG and Internal Chatbots Need Real Guardrails

Your Custom AI App Is the New Security Perimeter: Why RAG and Internal Chatbots Need Real Guardrails

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4 min read
Free AI Models in Your CI Pipeline Will Fail Silently. Build the Circuit Breaker First.

Free AI Models in Your CI Pipeline Will Fail Silently. Build the Circuit Breaker First.

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5 min read
Stop Paying for Tokens Before You Have an Evaluation: A Free-Tier Workflow for AI Coding Tasks

Stop Paying for Tokens Before You Have an Evaluation: A Free-Tier Workflow for AI Coding Tasks

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5 min read
From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

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6 min read
Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

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5 min read
Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.

Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.

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5 min read
Stop Guessing Which AI Model to Use: Build a Two-Week Routing Log From Your Own Tasks

Stop Guessing Which AI Model to Use: Build a Two-Week Routing Log From Your Own Tasks

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5 min read
A Cost-Aware Router for AI Coding Tasks: Free Models First, Frontier Models Only When They Earn It

A Cost-Aware Router for AI Coding Tasks: Free Models First, Frontier Models Only When They Earn It

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4 min read
Comparing AI Coding Models Without Burning Budget: A Reproducible Harness on Free Compute

Comparing AI Coding Models Without Burning Budget: A Reproducible Harness on Free Compute

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4 min read
A New Cheap Model Dropped This Week. Here's the Harness I Run Before I Switch Anything

A New Cheap Model Dropped This Week. Here's the Harness I Run Before I Switch Anything

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5 min read
How I Built a Telegram Habit Tracker with Thousands of Lines of Code Using AI (And Zero Prior Coding Experience)

How I Built a Telegram Habit Tracker with Thousands of Lines of Code Using AI (And Zero Prior Coding Experience)

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3 min read
The Bug That Only Existed on My Laptop: Why I Keep a Boring Baseline Server Now

The Bug That Only Existed on My Laptop: Why I Keep a Boring Baseline Server Now

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5 min read
My start of session checklist grew to 26 steps and became the longest task in the session

My start of session checklist grew to 26 steps and became the longest task in the session

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3 min read
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