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Don't Wire a Coding Model Into Your Workflow Until It Passes Your Own Harness
apppro_4800 profile

Don't Wire a Coding Model Into Your Workflow Until It Passes Your Own Harness

#ai #testing #programming #tutorial
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5 min read
A Race You Can't Reproduce Is Still a Race: Testing Model-Generated C++ Concurrency Fixes
devcpp_268 profile

A Race You Can't Reproduce Is Still a Race: Testing Model-Generated C++ Concurrency Fixes

#cpp #testing #ai #debugging
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6 min read
What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite
codejs_6920 profile

What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

#ai #testing #llm #programming
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5 min read
Fuzz Your Agent's Tool Calls Before You Ship: A Reproducible Boundary Test Harness
datago_7777 profile

Fuzz Your Agent's Tool Calls Before You Ship: A Reproducible Boundary Test Harness

#ai #security #agents #testing
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6 min read
Red-Teaming AI Coding Agents Without a Budget: A Boundary Test Suite on Free Models
applab_743 profile

Red-Teaming AI Coding Agents Without a Budget: A Boundary Test Suite on Free Models

#ai #agents #security #testing
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6 min read
Testing HL7-to-FHIR Pipelines Without a Hospital: Mocking HAPI FHIR with respx
budiwidhiyanto profile

Testing HL7-to-FHIR Pipelines Without a Hospital: Mocking HAPI FHIR with respx

#testing #python #architecture #hl7
1
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15 min read
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
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
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