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One Weak Symbol, Two Definitions: A C++ ODR Bug and a Two-Stage Free Triage

One Weak Symbol, Two Definitions: A C++ ODR Bug and a Two-Stage Free Triage

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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
AI Shell Scripts Fail in the Environment, Not the Syntax: A Pre-Merge Gate That Shows You Why

AI Shell Scripts Fail in the Environment, Not the Syntax: A Pre-Merge Gate That Shows You Why

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4 min read
MiniMax H3 Buzz? I'd Rather Keep a Free Model on a Short Leash

MiniMax H3 Buzz? I'd Rather Keep a Free Model on a Short Leash

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3 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
A Free-Server Regression Job for LLM-Generated SQL

A Free-Server Regression Job for LLM-Generated SQL

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6 min read
A Tiered Verification Gate for Cheap Model-Generated C++ Patches

A Tiered Verification Gate for Cheap Model-Generated C++ Patches

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5 min read
A Release-Day Gate for New LLM Releases

A Release-Day Gate for New LLM Releases

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2 min read
MiniMax H3 Is Trending. Here's a Reproducible Way to Test It Without the Hype.

MiniMax H3 Is Trending. Here's a Reproducible Way to Test It Without the Hype.

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3 min read
Before You Benchmark MiniMax H3, Run a Ten-Minute Boundary Probe

Before You Benchmark MiniMax H3, Run a Ten-Minute Boundary Probe

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3 min read
A Tool Permission Regression Suite You Can Run on Free Models and a Free Server

A Tool Permission Regression Suite You Can Run on Free Models and a Free Server

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5 min read
Your SQLite Upgrade Test Should Include the Crash Between Two Writes

Your SQLite Upgrade Test Should Include the Crash Between Two Writes

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4 min read
Measure a Free Coding Model's Patch Footprint Before You Merge It

Measure a Free Coding Model's Patch Footprint Before You Merge It

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4 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
A Contract Probe for Any Free Model and Server Before You Commit

A Contract Probe for Any Free Model and Server Before You Commit

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5 min read
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