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How I Built an AI File Renamer with FastAPI + Electron (and Why Not Tauri)

How I Built an AI File Renamer with FastAPI + Electron (and Why Not Tauri)

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5 min read
uv Now Type-Checks Python with ty. How to Set Up uv check (Pin ty First)

uv Now Type-Checks Python with ty. How to Set Up uv check (Pin ty First)

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7 min read
No Invoice, No Excuse: A Request Ledger for Free Model Access

No Invoice, No Excuse: A Request Ledger for Free Model Access

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5 min read
Canary Mutations for Fixtures: A Sensitivity Gate for Agent-Written Patches

Canary Mutations for Fixtures: A Sensitivity Gate for Agent-Written Patches

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7 min read
Four open-source tools for AI in e-commerce, and what building them taught me

Four open-source tools for AI in e-commerce, and what building them taught me

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4 min read
Four Workloads That Should Never Touch a Free Model Tier: An Anti-Use Field Guide

Four Workloads That Should Never Touch a Free Model Tier: An Anti-Use Field Guide

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6 min read
Make Batch Composition an Invariant Before Free-Tier Token Savings Rewrite Your Eval Verdicts

Make Batch Composition an Invariant Before Free-Tier Token Savings Rewrite Your Eval Verdicts

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7 min read
The Overnight Shift Workshop: Batch Jobs That Survive a Crash

The Overnight Shift Workshop: Batch Jobs That Survive a Crash

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5 min read
How to send polite late-invoice reminders (with a free late-fee check)

How to send polite late-invoice reminders (with a free late-fee check)

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3 min read
Treat prompts like code: versioning, testing and review

Treat prompts like code: versioning, testing and review

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5 min read
Write Your First Python Unit Tests with pytest: A Discount Calculator Example

Write Your First Python Unit Tests with pytest: A Discount Calculator Example

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2 min read
Windows has a free OCR engine. I pointed it at my broker's position grid.

Windows has a free OCR engine. I pointed it at my broker's position grid.

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5 min read
Reserve, Then Reconcile: A Token Ledger That Stops a Free-Tier Side Project at the Cap

Reserve, Then Reconcile: A Token Ledger That Stops a Free-Tier Side Project at the Cap

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6 min read
Telling a video stream to a case LCD apart from the commands: JPEG and raw RGB565 in USB captures

Telling a video stream to a case LCD apart from the commands: JPEG and raw RGB565 in USB captures

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6 min read
Building a speech editing API on AuK-Flash: the knobs it ignores and the wording it doesn't

Building a speech editing API on AuK-Flash: the knobs it ignores and the wording it doesn't

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5 min read
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