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Artificial Intelligence

Artificial intelligence leverages computers and machines to mimic the problem-solving and decision-making capabilities found in humans and in nature.

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Don't Trust the Transcript: A Pytest Harness That Audits What Your AI Coding Agent Actually Did

Don't Trust the Transcript: A Pytest Harness That Audits What Your AI Coding Agent Actually Did

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6 min read
Your Agent's Permission Slip Belongs in Version Control, Not in a Prompt

Your Agent's Permission Slip Belongs in Version Control, Not in a Prompt

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7 min read
Only Two AI Updates Cleared My 36-Hour Cutoff

Only Two AI Updates Cleared My 36-Hour Cutoff

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2 min read
A Local AI Review Pass for Python Diffs Before You Open the PR

A Local AI Review Pass for Python Diffs Before You Open the PR

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6 min read
A Sandbox-First Workflow for Evaluating AI Coding Models on a Zero Budget

A Sandbox-First Workflow for Evaluating AI Coding Models on a Zero Budget

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5 min read
A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

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5 min read
A Boundary-Failure Test Plan for Coding Agents You Can Run on Free Model Tiers

A Boundary-Failure Test Plan for Coding Agents You Can Run on Free Model Tiers

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5 min read
Shadow-Gate Your LLM-Generated SQL: A Replay Test Against a Frozen Fixture Database

Shadow-Gate Your LLM-Generated SQL: A Replay Test Against a Frozen Fixture Database

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6 min read
Testing the Walls, Not the Demo: A Reproducible Harness for AI Coding Agent Boundaries

Testing the Walls, Not the Demo: A Reproducible Harness for AI Coding Agent Boundaries

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4 min read
I Stopped Trusting My Agent's Boundaries Until I Could Break Them in a Throwaway Sandbox

I Stopped Trusting My Agent's Boundaries Until I Could Break Them in a Throwaway Sandbox

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5 min read
I released TraceMotive v0.1, got roasted, and rebuilt the biggest problems in v0.2

I released TraceMotive v0.1, got roasted, and rebuilt the biggest problems in v0.2

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2 min read
Model Swaps Are Boundary Events: Gate Agent Tool Changes With a Deterministic Replay Lane

Model Swaps Are Boundary Events: Gate Agent Tool Changes With a Deterministic Replay Lane

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6 min read
Gate the Toolbelt: A Filesystem-First Smoke Test for Agentic Coding Models

Gate the Toolbelt: A Filesystem-First Smoke Test for Agentic Coding Models

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5 min read
Silent Model Drift Will Break Your Prompts: A Weekly Drift Detector You Can Run for Free

Silent Model Drift Will Break Your Prompts: A Weekly Drift Detector You Can Run for Free

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4 min read
A Reproducible Sandbox Loop for AI-Generated Code: Generate, Isolate, Assert

A Reproducible Sandbox Loop for AI-Generated Code: Generate, Isolate, Assert

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4 min read
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