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100% vuln detection wasn't enough: measuring whether AI respects the patch

unit lifeSep 24, 2026 • 6 min read

100% vuln detection wasn't enough: measuring whether AI respects the patch

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked AI models....

#devchallenge#kagglechallenge#ai#machinelearning

7 4

Small AI Models Can See the Trap. They Fall In Anyway

MUGIRANEZA JOHNSep 24, 2026 • 5 min read

Small AI Models Can See the Trap. They Fall In Anyway

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Ask a...

#devchallenge#kagglechallenge#ai#machinelearning

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Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

ddodxySep 25, 2026 • 6 min read

Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

This is a submission for the Kaggle Benchmarking Challenge. Every day, agents book invoices, check....

#devchallenge#kagglechallenge#ai#machinelearning

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I put one wrong test in the file. Most models sided with the test.

Ana Luiza AlkmimSep 25, 2026 • 6 min read

I put one wrong test in the file. Most models sided with the test.

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked My day job...

#devchallenge#kagglechallenge#ai#machinelearning

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The AI Was Right. The Answer Was Still Wrong.

Akanksha SharmaSep 25, 2026 • 3 min read

The AI Was Right. The Answer Was Still Wrong.

Have you ever asked AI to do something very specific and it did almost everything right? Except the...

#devchallenge#kagglechallenge#ai#machinelearning

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UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

rizkynandaprSep 25, 2026 • 8 min read

UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Here is a...

#devchallenge#kagglechallenge#ai#machinelearning

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StratosSep 25, 2026 • 3 min read

Only What I Asked

This is a submission for the Kaggle Benchmarking Challenge. I kept running into the same thing with...

#kagglechallenge#ai

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# **Titanic – Machine Learning From Disaster: A Complete Project Overview**

DanSep 25, 2026 • 4 min read

# Titanic – Machine Learning From Disaster: A Complete Project Overview

Titanic – Machine Learning From Disaster: A Complete Project Overview Project...

#devchallenge#kagglechallenge#ai#machinelearning

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The page with the answer was missing. Half the models added up a total the document never states.

DEVALANDSep 25, 2026 • 6 min read

The page with the answer was missing. Half the models added up a total the document never states.

This is a submission for the Kaggle Benchmarking Challenge. What I benchmarked, and...

#kagglechallenge#devchallenge#ai#machinelearning

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MY Edit or Abstain: AI Code-Repair Decision Benchmark

Rajab BaigSep 26, 2026 • 3 min read

MY Edit or Abstain: AI Code-Repair Decision Benchmark

This is a submission for the Kaggle Benchmarking Challenge For this challenge, I wanted to test a.....

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Don't Take Orders From the Internet: Benchmarking 5 LLMs Against Indirect Prompt Injection

AxelSep 25, 2026 • 7 min read

Don't Take Orders From the Internet: Benchmarking 5 LLMs Against Indirect Prompt Injection

Don't Take Orders From the Internet: Benchmarking 5 LLMs Against Indirect Prompt...

#kagglechallenge#ai#llm#programming

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Can an AI Agent Know When Not to Act? A Fail-Closed Reliability Benchmark Across Six Models

Thanawat suparongsuwanSep 24, 2026 • 4 min read

Can an AI Agent Know When Not to Act? A Fail-Closed Reliability Benchmark Across Six Models

A deterministic fail-closed benchmark testing evidence, approvals, tool truthfulness, secret handlin...

#devchallenge#kagglechallenge#ai#machinelearning

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Hook constraint benchmark kaggle-challenge DONE !!!

SHAHZEEN ANWARSep 25, 2026 • 3 min read

Hook constraint benchmark kaggle-challenge DONE !!!

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked 😀: Shortform video.....

#devchallenge#kagglechallenge#ai#machinelearning

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Can AI Diagnose a Linux Production Incident Without Making It Worse?

Yemisi OkunrounmuSep 24, 2026 • 5 min read

Can AI Diagnose a Linux Production Incident Without Making It Worse?

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I wanted t...

#devchallenge#kagglechallenge#ai#machinelearning

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Breaking Character: How "Thinking" AI Survives Villain Roleplay Traps

atharva raiSep 24, 2026 • 2 min read

Breaking Character: How "Thinking" AI Survives Villain Roleplay Traps

Breaking Character: How "Thinking" AI Survives Villain Roleplay Traps For my second entry...

#kagglechallenge#ai#llm#devchallenge

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Does an AI Trust Itself More Than It Trusts You? A Benchmark for Belief Attribution

Rajan MishraSep 25, 2026 • 7 min read

Does an AI Trust Itself More Than It Trusts You? A Benchmark for Belief Attribution

This article is a submission for the Kaggle Benchmarking Challenge. "I told an AI something was...

#kagglechallenge#ai#machinelearning#python

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Three perfect scores weren't enough: testing AI outage decisions one fact at a time

Jared ChuSep 24, 2026 • 5 min read

Three perfect scores weren't enough: testing AI outage decisions one fact at a time

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked My first....

#devchallenge#kagglechallenge#ai#machinelearning

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How AI Models "See" Hidden Meaning: A Beginner's Subtext Benchmark

atharva raiSep 24, 2026 • 1 min read

How AI Models "See" Hidden Meaning: A Beginner's Subtext Benchmark

As someone new to coding, I wanted to see if AI models can actually read between the lines, or if...

#kagglechallenge#ai#devchallenge

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I Turned a Real Security Incident Into a Benchmark. 6 Models Audited the Code That Lied.

tomcateSep 24, 2026 • 5 min read

I Turned a Real Security Incident Into a Benchmark. 6 Models Audited the Code That Lied.

Three weeks ago I audited a server-side proxy route in my own product and found that its code had...

#kagglechallenge#ai#machinelearning#security

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Benchmarking Spatial & Visual Edge Cases: How Well Do Modern LLMs & Vision Models Handle Cluttered Environments

Abdullah QureshiSep 24, 2026 • 2 min read

Benchmarking Spatial & Visual Edge Cases: How Well Do Modern LLMs & Vision Models Handle Cluttered Environments

Benchmarking Spatial & Visual Edge Cases: How Well Do Modern LLMs & Vision Models Handle...

#devchallenge#kagglechallenge#ai#machinelearning

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Testing AI Models with My Custom Kaggle Benchmark

Natasha HarmonSep 24, 2026 • 1 min read

Testing AI Models with My Custom Kaggle Benchmark

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked .....

#devchallenge#kagglechallenge#ai#machinelearning

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My benchmark for agents that fake "done" kept catching my own harness instead

build996Sep 25, 2026 • 6 min read

My benchmark for agents that fake "done" kept catching my own harness instead

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked A month ag...

#devchallenge#kagglechallenge#ai#machinelearning

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Aman PathakSep 23, 2026 • 1 min read

Kaggel

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked .....

#devchallenge#kagglechallenge#ai#machinelearning

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Mahdi SoukliSep 23, 2026 • 1 min read

kaggle ?

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked .....

#devchallenge#kagglechallenge#ai#machinelearning

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Tech Articles

100% vuln detection wasn't enough: measuring whether AI respects the patch

Small AI Models Can See the Trap. They Fall In Anyway

Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

I put one wrong test in the file. Most models sided with the test.

The AI Was Right. The Answer Was Still Wrong.

UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

Only What I Asked

# **Titanic – Machine Learning From Disaster: A Complete Project Overview**

The page with the answer was missing. Half the models added up a total the document never states.

MY Edit or Abstain: AI Code-Repair Decision Benchmark

Don't Take Orders From the Internet: Benchmarking 5 LLMs Against Indirect Prompt Injection

Can an AI Agent Know When Not to Act? A Fail-Closed Reliability Benchmark Across Six Models

Hook constraint benchmark kaggle-challenge DONE !!!

Can AI Diagnose a Linux Production Incident Without Making It Worse?

Breaking Character: How "Thinking" AI Survives Villain Roleplay Traps

Does an AI Trust Itself More Than It Trusts You? A Benchmark for Belief Attribution

Three perfect scores weren't enough: testing AI outage decisions one fact at a time

How AI Models "See" Hidden Meaning: A Beginner's Subtext Benchmark

I Turned a Real Security Incident Into a Benchmark. 6 Models Audited the Code That Lied.

Benchmarking Spatial & Visual Edge Cases: How Well Do Modern LLMs & Vision Models Handle Cluttered Environments

Testing AI Models with My Custom Kaggle Benchmark

My benchmark for agents that fake "done" kept catching my own harness instead

Kaggel

kaggle ?

# Titanic – Machine Learning From Disaster: A Complete Project Overview