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A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes
github_7727 profile

A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes

#ai #testing #ci #python
Comments
6 min read
Before You Expose That Agent, Let a Free Model Attack It
codepy_1473 profile

Before You Expose That Agent, Let a Free Model Attack It

#ai #security #agents #testing
Comments
4 min read
A Free Model Endpoint Replied Twice, Then Went Silent. The Fix Was a C++ Replay Envelope, Not Retries
datacpp_8185 profile

A Free Model Endpoint Replied Twice, Then Went Silent. The Fix Was a C++ Replay Envelope, Not Retries

#cpp #ai #testing #reliability
Comments
4 min read
Judge an AI-Generated Health Check by the Failures It Catches
codepy_1473 profile

Judge an AI-Generated Health Check by the Failures It Catches

#ai #devops #testing #observability
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5 min read
Writing evidence-linked docs exposed two missing regression tests
shikiyusuke profile

Writing evidence-linked docs exposed two missing regression tests

#opensource #python #testing #documentation
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8 min read
My dev environment was hiding eight production bugs
renga154 profile

My dev environment was hiding eight production bugs

#reactnative #firebase #ios #testing
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5 min read
Let a Free Model Try to Break Your API Before Your Users Do
codepy_1473 profile

Let a Free Model Try to Break Your API Before Your Users Do

#testing #ai #api #security
Comments 1
5 min read
How do you regression-test a ReDoS fix without hanging CI?
tanya_monoware profile

How do you regression-test a ReDoS fix without hanging CI?

#discuss #javascript #security #testing
Comments
1 min read
One Quality Score Is a Lie: Split Your RAG Judge Into Retrieval, Groundedness, and Relevance
saurav_bhattacharya profile

One Quality Score Is a Lie: Split Your RAG Judge Into Retrieval, Groundedness, and Relevance

#ai #evaluation #dotnet #testing
1
Comments 1
5 min read
Design QA at 1:1
intframe profile

Design QA at 1:1

#playwright #testing #css #webdev
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2 min read
Five bugs AI wrote for me that never threw an error
igor_potapenko profile

Five bugs AI wrote for me that never threw an error

#ai #webdev #testing #postgres
Comments
6 min read
The Detector Reported Zero Because It Only Had One Item.
kenielzep97 profile

The Detector Reported Zero Because It Only Had One Item.

#ai #testing #agents #opensource
37
Comments 18
9 min read
Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.
datacpp_8185 profile

Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.

#cpp #ai #testing #devops
Comments
5 min read
Cheap AI Model? Replay Collected Failures Before You Swap
codepy_1473 profile

Cheap AI Model? Replay Collected Failures Before You Swap

#ai #python #testing #modelevaluation
Comments
5 min read
Silent Regressions Have No Stack Trace: A Minimal Prompt Eval Harness
byteio_3726 profile

Silent Regressions Have No Stack Trace: A Minimal Prompt Eval Harness

#ai #testing #python #llm
Comments 2
5 min read
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