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Chain-of-Thought Faithfulness: Toggling 'Reasoning Mode' Made One Model 5x More Likely to Follow Its Own Mistakes

Dhruv Jani5d ago • 5 min read

Chain-of-Thought Faithfulness: Toggling 'Reasoning Mode' Made One Model 5x More Likely to Follow Its Own Mistakes

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

#devchallenge#kagglechallenge#ai#machinelearning

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Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens

xbill3d ago • 10 min read

Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens

A Kaggle benchmark of the step agents rarely test: counting what a tool returns. Ten models, 68 ques...

#devchallenge#kagglechallenge#ai#machinelearning

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ToolTrap: a prompt rule helped, but 7 of 10 models still repeated fake details on new cases

Himanshu Kumar4d ago • 7 min read

ToolTrap: a prompt rule helped, but 7 of 10 models still repeated fake details on new cases

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

#devchallenge#kagglechallenge#ai#machinelearning

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8 LLMs, 480 Questions, 1 Kaggle Benchmark: Who Can Explain a Traffic Drop?

Nishikanta Ray4d ago • 11 min read

8 LLMs, 480 Questions, 1 Kaggle Benchmark: Who Can Explain a Traffic Drop?

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

#devchallenge#kagglechallenge#ai#machinelearning

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

ddodxy6d ago • 8 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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AI models catch bad code, then cry wolf on the good code

Asuran5d ago • 5 min read

AI models catch bad code, then cry wolf on the good code

This article is a submission for the Kaggle Benchmarking Challenge. Every data-science tutorial...

#kagglechallenge#devchallenge#ai#machinelearning

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What Happens When an AI System Is Built to Challenge Its Own Decisions?

DaC4d ago • 6 min read

What Happens When an AI System Is Built to Challenge Its Own Decisions?

This is a submission for the Kaggle Benchmarking Challenge I built an AI benchmark where checking.....

#devchallenge#kagglechallenge#ai#machinelearning

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ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM

Anuththara Wickramasekara 3d ago • 14 min read

ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM

This is a submission for the Kaggle Benchmarking Challenge What happens when an LLM...

#devchallenge#kagglechallenge#ai#machinelearning

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Can LLMs Actually Audit Code, or Just Fix Commas? A 12-Task Security & Jailbreak Benchmark

LOI CHIANG HAO17h ago • 4 min read

Can LLMs Actually Audit Code, or Just Fix Commas? A 12-Task Security & Jailbreak Benchmark

This is a submission for the Kaggle Benchmarking Challenge. Public leaderboards love telling us....

#devchallenge#kagglechallenge#ai#machinelearning

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I Poisoned One Test Per Problem. The Best Models Noticed, Then Made It Pass Anyway.

Takefumi Ono3h ago • 8 min read

I Poisoned One Test Per Problem. The Best Models Noticed, Then Made It Pass Anyway.

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

#devchallenge#kagglechallenge#ai#machinelearning

2 1

AI reviewers catch Italian UI bugs, then flag the good fixes too

Giuseppe Castelluccio3d ago • 5 min read

AI reviewers catch Italian UI bugs, then flag the good fixes too

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

#devchallenge#kagglechallenge#ai#machinelearning

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Ask ten LLMs for a Blender 5.0 script. Then run it in Blender 5.0.

Dhotiiiii3d ago • 9 min read

Ask ten LLMs for a Blender 5.0 script. Then run it in Blender 5.0.

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

#devchallenge#kagglechallenge#ai#blender

3 1

1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.

Wishbone-Data2d ago • 5 min read

1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.

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

#devchallenge#kagglechallenge#ai#machinelearning

1 1

Do LLMs Have a Spine? I Benchmarked Sycophancy Across 7 Frontier Models

Shahbaz Ali1d ago • 6 min read

Do LLMs Have a Spine? I Benchmarked Sycophancy Across 7 Frontier Models

Can Frontier LLMs Stand Their Ground? What happens when you tell an AI that its correct...

#devchallenge#kagglechallenge#ai#machinelearning

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Do LLMs Actually Fix Tricky React Hooks, or Do They Just Cheat?

ElevenDEV6d ago • 3 min read

Do LLMs Actually Fix Tricky React Hooks, or Do They Just Cheat?

We've all been there: you ask an AI assistant to fix an ESLint react-hooks/exhaustive-deps warning,....

#devchallenge#kagglechallenge#ai#machinelearning

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An AI Correctly Ignored a Forum Rumor. I Removed One Label and It Paid Out $150.

Rudratosh Shastri6d ago • 7 min read

An AI Correctly Ignored a Forum Rumor. I Removed One Label and It Paid Out $150.

A Kaggle benchmark on whether LLM agents check WHO said something before acting. Strip the source la...

#devchallenge#kagglechallenge#ai#machinelearning

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Smaller models often read URLs like Python, not like fetch(). I benchmarked where the API key leaks

Pierre-Laurent Medori22h ago • 10 min read

Smaller models often read URLs like Python, not like fetch(). I benchmarked where the API key leaks

This is a submission for the Kaggle Benchmarking Challenge Here is one URL, read by two parsers tha...

#devchallenge#kagglechallenge#machinelearning#ai

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DarijaBench: Do AI Models Actually Understand Moroccan Darija?

Soufiane Zaari19h ago • 2 min read

DarijaBench: Do AI Models Actually Understand Moroccan Darija?

DarijaBench: Do AI Models Actually Understand Moroccan Darija? As a Moroccan student, I use AI...

#kagglechallenge#llm#ai

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The AI Was Right. The Answer Was Still Wrong.

Akanksha Sharma6d ago • 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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Can LLMs audit multi-agent prompts? I made them grade my robot football team.

Mike Demo20h ago • 5 min read

Can LLMs audit multi-agent prompts? I made them grade my robot football team.

This is a submission for the Kaggle Benchmarking Challenge What task(s) did you run? In....

#devchallenge#kagglechallenge#ai#machinelearning

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I Gave 5 AI Models Bugs That Don't Crash Your Code. Here's Who Actually Fixed Them.

Nishant Kumar18h ago • 10 min read

I Gave 5 AI Models Bugs That Don't Crash Your Code. Here's Who Actually Fixed Them.

Somewhere in every codebase there is a bug that's been there for months. It doesn't crash the...

#kagglechallenge#ai#webdev#productivity

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I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.

Anurag Sharma3d ago • 13 min read

I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.

This is a submission for the Kaggle Benchmarking Challenge How this was made: this benchmark and.....

#devchallenge#kagglechallenge#ai#machinelearning

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

Ana Luiza Alkmim6d ago • 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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It Quoted the Failure: Two Kinds of False 'Done'

Joshua Bauer5h ago • 13 min read

It Quoted the Failure: Two Kinds of False 'Done'

This is a submission for the Kaggle Benchmarking Challenge Same log, one line changed. Sixteen...

#devchallenge#kagglechallenge#ai#machinelearning

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Tech Articles

Chain-of-Thought Faithfulness: Toggling 'Reasoning Mode' Made One Model 5x More Likely to Follow Its Own Mistakes

Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens

ToolTrap: a prompt rule helped, but 7 of 10 models still repeated fake details on new cases

8 LLMs, 480 Questions, 1 Kaggle Benchmark: Who Can Explain a Traffic Drop?

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

AI models catch bad code, then cry wolf on the good code

What Happens When an AI System Is Built to Challenge Its Own Decisions?

ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM

Can LLMs Actually Audit Code, or Just Fix Commas? A 12-Task Security & Jailbreak Benchmark

I Poisoned One Test Per Problem. The Best Models Noticed, Then Made It Pass Anyway.

AI reviewers catch Italian UI bugs, then flag the good fixes too

Ask ten LLMs for a Blender 5.0 script. Then run it in Blender 5.0.

1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.

Do LLMs Have a Spine? I Benchmarked Sycophancy Across 7 Frontier Models

Do LLMs Actually Fix Tricky React Hooks, or Do They Just Cheat?

An AI Correctly Ignored a Forum Rumor. I Removed One Label and It Paid Out $150.

Smaller models often read URLs like Python, not like fetch(). I benchmarked where the API key leaks

DarijaBench: Do AI Models Actually Understand Moroccan Darija?

The AI Was Right. The Answer Was Still Wrong.

Can LLMs audit multi-agent prompts? I made them grade my robot football team.

I Gave 5 AI Models Bugs That Don't Crash Your Code. Here's Who Actually Fixed Them.

I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.

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

It Quoted the Failure: Two Kinds of False 'Done'