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I let an AI build and ship a product. Its tests passed 6/6, then failed 5 of 8 real cases.

I let an AI build and ship a product. Its tests passed 6/6, then failed 5 of 8 real cases.

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5 min read
CampusGemma AI: Turning Student Freelance Chaos into Profitable SOWs and Paid Mentorship with Google Gemma 2

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission đź’¸

CampusGemma AI: Turning Student Freelance Chaos into Profitable SOWs and Paid Mentorship with Google Gemma 2

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5 min read
How to Scope an AI Engineering Project That Can Actually Be Finished

How to Scope an AI Engineering Project That Can Actually Be Finished

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5 min read
Workshop: Catch Shared-Host Drift With a Five-Probe Floor Card in 85 Minutes

Workshop: Catch Shared-Host Drift With a Five-Probe Floor Card in 85 Minutes

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8 min read
Testing a DMARC aggregate report pipeline before the first real report arrives

Testing a DMARC aggregate report pipeline before the first real report arrives

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9 min read
Building a production-ready AI chatbot with memory and context

Building a production-ready AI chatbot with memory and context

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5 min read
How I Protected My Telegram Bot's AI Quota From Spam Users

How I Protected My Telegram Bot's AI Quota From Spam Users

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2 min read
You Can’t Buy “The Best Local AI PC” in 2026

You Can’t Buy “The Best Local AI PC” in 2026

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11 min read
Why 0.1 + 0.2 != 0.3: What Actually Happens in IEEE 754 Memory

Why 0.1 + 0.2 != 0.3: What Actually Happens in IEEE 754 Memory

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7 min read
Build a Read-Only Eval Slice Before Giving Free Inference Write Authority

Build a Read-Only Eval Slice Before Giving Free Inference Write Authority

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8 min read
Token Buckets Do Not Belong on Free Inference

Token Buckets Do Not Belong on Free Inference

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7 min read
Free Capacity Is Spot. Committed Work Is Not.

Free Capacity Is Spot. Committed Work Is Not.

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5 min read
The Debug Paste Is a Data Transfer

The Debug Paste Is a Data Transfer

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7 min read
Sourcing Free Stock Photos Programmatically Without Accidentally Grabbing Unsplash+ Premium Images

Sourcing Free Stock Photos Programmatically Without Accidentally Grabbing Unsplash+ Premium Images

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3 min read
A self-hostable AI workstation with a coding agent and answer-checking (Flywheel 1.0.1)

A self-hostable AI workstation with a coding agent and answer-checking (Flywheel 1.0.1)

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4 min read
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