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A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

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4 min read
Understanding OAuth2 the Simple Way

Understanding OAuth2 the Simple Way

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4 min read
I Almost Posted a Hot Take About a Cheap New Model. Then I Built a Free Triage Harness.

I Almost Posted a Hot Take About a Cheap New Model. Then I Built a Free Triage Harness.

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3 min read
A Two-Pass Bug Triage Pipeline with a Free Model and Static Dashboard

A Two-Pass Bug Triage Pipeline with a Free Model and Static Dashboard

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5 min read
I built langctl — stop wasting 2 days on agent project scaffolding

I built langctl — stop wasting 2 days on agent project scaffolding

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2 min read
A Free, Reproducible Way to Vet the MiniMax H3 Hype (No Credit Card Required)

A Free, Reproducible Way to Vet the MiniMax H3 Hype (No Credit Card Required)

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4 min read
The Python Codex – A Free, Story-Driven Python Tutorial I Wish I Had

The Python Codex – A Free, Story-Driven Python Tutorial I Wish I Had

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1 min read
Token Bucket vs. Sliding Window: Building Rate Limiters That Actually Hold Under Load

Token Bucket vs. Sliding Window: Building Rate Limiters That Actually Hold Under Load

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6 min read
Screening AI-Generated Patches with a Free-Server Test Gate

Screening AI-Generated Patches with a Free-Server Test Gate

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5 min read
Two Frameworks - dbt & SQLMesh, One Owner

Two Frameworks - dbt & SQLMesh, One Owner

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6 min read
A New Model Drop Is a Diff, Not an Upgrade: Tool-Call Boundary Checks

A New Model Drop Is a Diff, Not an Upgrade: Tool-Call Boundary Checks

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3 min read
Free AI Endpoints Are Unreliable Dependencies. Test Them Like One.

Free AI Endpoints Are Unreliable Dependencies. Test Them Like One.

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4 min read
European SaaS Expired Session Cleanup: Idempotent Python Drains Rate-Limited Workers

European SaaS Expired Session Cleanup: Idempotent Python Drains Rate-Limited Workers

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7 min read
Before You Trust That AI Diff, Replay Real Requests Against It

Before You Trust That AI Diff, Replay Real Requests Against It

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4 min read
Building My First AI Project: What Went Right and What Went Wrong

Building My First AI Project: What Went Right and What Went Wrong

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4 min read
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