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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 Built a Time Tracker Because Every Existing One Was Either Ugly or Overcomplicated

# I Built a Time Tracker Because Every Existing One Was Either Ugly or Overcomplicated

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3 min read
Prompt Drift Is a Quiet Deployment Bug: A Nightly Check That Costs Nothing

Prompt Drift Is a Quiet Deployment Bug: A Nightly Check That Costs Nothing

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4 min read
The Metered Migration: Moving an AI Worker to a Free Server Without Breaking Your SLO

The Metered Migration: Moving an AI Worker to a Free Server Without Breaking Your SLO

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4 min read
The Reviewer Is the Untested Component

The Reviewer Is the Untested Component

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4 min read
When Not to Use a Free Model Server: Red Flags, Alternatives, and Exit Criteria

When Not to Use a Free Model Server: Red Flags, Alternatives, and Exit Criteria

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6 min read
Don't Send the Database Password: A Practical Secret Filter for AI Coding

Don't Send the Database Password: A Practical Secret Filter for AI Coding

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5 min read
The $0 Code-Review Pipeline: Free Models, Free Server, No Credit Card

The $0 Code-Review Pipeline: Free Models, Free Server, No Credit Card

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4 min read
A Free-Tier Merge Gate for the Solo Developer

A Free-Tier Merge Gate for the Solo Developer

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5 min read
Free Quotas Turn You Into a Reviewer: A Workload-Fit Field Guide

Free Quotas Turn You Into a Reviewer: A Workload-Fit Field Guide

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5 min read
Loss Landscapes of LLMs: The Map Beneath Gradient Descent

Loss Landscapes of LLMs: The Map Beneath Gradient Descent

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11 min read
AI Code Review Needs a Place to Stop

AI Code Review Needs a Place to Stop

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2 min read
The Last Time I Googled an Error Message

The Last Time I Googled an Error Message

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3 min read
Cisco enterprise networking without the vendor pitch

Cisco enterprise networking without the vendor pitch

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3 min read
I Fed My Messiest Bug Reports to a Free AI Triage Bot. Here's the Decision Table.

I Fed My Messiest Bug Reports to a Free AI Triage Bot. Here's the Decision Table.

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5 min read
This is what every AI pin gets WRONG

This is what every AI pin gets WRONG

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10 min read
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