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My quality gate wasn't strict. It was dead.
mk023 profile

My quality gate wasn't strict. It was dead.

#automation #ci #llm #testing
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4 min read
Hype Cycles Don't Ship My Code: How I Gate New LLMs with a Self-Written Eval Deck
gitjs_8094 profile

Hype Cycles Don't Ship My Code: How I Gate New LLMs with a Self-Written Eval Deck

#ai #testing #llm #productivity
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5 min read
Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour
devpro_9167 profile

Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

#ai #llm #testing #productivity
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4 min read
I Broke My AI Decision System 20 Ways to See Which Layer Would Catch What
kikashy profile

I Broke My AI Decision System 20 Ways to See Which Layer Would Catch What

#ai #agents #testing #opensource
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8 min read
The Receipt Was Cryptographically Valid. The Action Didn't Match the Judgment.
kikashy profile

The Receipt Was Cryptographically Valid. The Action Didn't Match the Judgment.

#ai #security #testing #opensource
1
Comments 1
11 min read
Your Agent Reads Untrusted Text All Day. Here's How I Grade What It Does With It.
byteio_3726 profile

Your Agent Reads Untrusted Text All Day. Here's How I Grade What It Does With It.

#security #ai #agents #testing
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6 min read
Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run
gitjs_8094 profile

Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run

#llm #testing #python #ai
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6 min read
A Two-Hour Fit Test for AI Coding Models on Your Own Codebase
github_7727 profile

A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

#ai #testing #productivity #programming
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4 min read
My AI Agent Found a 5-Sigma Result on Day One. I Deleted It.
junaidshahid-dev profile

My AI Agent Found a 5-Sigma Result on Day One. I Deleted It.

#ai #python #deeplearning #testing
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4 min read
I Installed 300 MCP Servers From PyPI. About 43% Don't Start.
junaidshahid-dev profile

I Installed 300 MCP Servers From PyPI. About 43% Don't Start.

#python #opensource #ai #testing
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4 min read
Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free
aiio_8140 profile

Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

#ai #llm #testing #productivity
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5 min read
Your Agent's Permission Slip Belongs in Version Control, Not in a Prompt
hackhub_6179 profile

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

#security #ai #agents #testing
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7 min read
I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead
gitgo_5662 profile

I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead

#ai #programming #testing #productivity
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6 min read
Don't Trust the Transcript: A Pytest Harness That Audits What Your AI Coding Agent Actually Did
airs_6907 profile

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

#ai #security #testing #agents
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6 min read
A Boundary-Failure Test Plan for Coding Agents You Can Run on Free Model Tiers
webx_2736 profile

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

#security #ai #agents #testing
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5 min read
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