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Sanitizer Verdicts Over Demo Gifs: A Spec-Driven C++ Test Rig for Freshly Released Coding Models

Sanitizer Verdicts Over Demo Gifs: A Spec-Driven C++ Test Rig for Freshly Released Coding Models

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7 min read
Four Sanity Patterns for Distributed-System Testing

Four Sanity Patterns for Distributed-System Testing

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9 min read
Treat Every New Open Model Like a Dependency Upgrade: A Pre-Flight Gate

Treat Every New Open Model Like a Dependency Upgrade: A Pre-Flight Gate

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5 min read
Evaluating your evals: how to know the LLM judge is right

Evaluating your evals: how to know the LLM judge is right

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5 min read
A driver that quietly does nothing is worse than one that isn't there

A driver that quietly does nothing is worse than one that isn't there

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8 min read
Your Agent's Sandbox Is a Hypothesis. Here's How I Test Mine

Your Agent's Sandbox Is a Hypothesis. Here's How I Test Mine

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5 min read
The Release-Day Reality Check: A Small Model Evaluation You Can Rerun

The Release-Day Reality Check: A Small Model Evaluation You Can Rerun

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5 min read
Canary a Free-Tier Model Promotion With Rate Limits, Truncation, and a Shadow Gate

Canary a Free-Tier Model Promotion With Rate Limits, Truncation, and a Shadow Gate

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6 min read
Stop Re-litigating Every Model Launch: A Personal Bake-Off Rig You Can Rerun Forever

Stop Re-litigating Every Model Launch: A Personal Bake-Off Rig You Can Rerun Forever

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6 min read
A Reusable Smoke-Test Harness for Newly Released Open Models (Before You Bet a Project on One)

A Reusable Smoke-Test Harness for Newly Released Open Models (Before You Bet a Project on One)

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6 min read
Grep Without Word Boundaries: 70 Tokens Across 7.68M Words, and os Is Real 0.1% of the Time

Grep Without Word Boundaries: 70 Tokens Across 7.68M Words, and os Is Real 0.1% of the Time

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1 min read
Testing MCP Servers Used to Be a Pain. Here is How to Test Them with Zero Configuration.

Testing MCP Servers Used to Be a Pain. Here is How to Test Them with Zero Configuration.

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2 min read
Your AI Agent Needs a Maintenance Window Protocol

Your AI Agent Needs a Maintenance Window Protocol

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3 min read
Pytest Built-in Fixtures

Pytest Built-in Fixtures

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3 min read
A Practical Scorecard for Deciding If a Free Coding Model Earns a Place in Your Workflow

A Practical Scorecard for Deciding If a Free Coding Model Earns a Place in Your Workflow

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5 min read
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