Can an LLM draw a high-level architecture diagram? I benchmarked six to find out
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I've been writing design docs and decks at work, and I use LLMs to dra…
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Can Modern VLMs Actually Reason Through Spatial Grid Puzzles?
What I Benchmarked Current Frontier Visual Language Models (VLMs) excel at multi-modal reasoning and captioning, but how well do they execute step-b…
PennyWise Economic Decisions: Benchmarking Frontier LLMs on Financial Reasoning Efficiency
What I Benchmarked I created the PennyWise Economic Decisions benchmark task to evaluate how effectively modern large language models handle complex…
Who Reviews the Reviewers? Benchmarking AI Agents on PR Audits
What I Benchmarked I benchmarked the ability of LLMs to conduct automated pull request (PR) auditing without falling into the "helpful hallucination…
Breaking the Subword Boundary: Probing Architectural Vulnerabilities in Modern LLMs (ASTRAL-Bench on Kaggle)
This is a submission for the Kaggle Benchmarking Challenge Breaking the Subword Boundary: Architectural Vulnerabilities in Modern LLMs When we look…
The Politeness Trap: When Being Nice Breaks the Instruction Hierarchy
The Politeness Trap: When Being Nice Breaks the Instruction Hierarchy This is a submission for the Kaggle Benchmarking Challenge. What I benchmarked…
Green Tests, Broken Architecture: Four Models Review TypeScript Diffs
This is a submission for the Kaggle Benchmarking Challenge . In ProgressCut, it is possible to write a change that works, passes a narrow test, and…
Benchmarking Bare-Metal Tool Use: Do LLMs Understand Apple Silicon L1 Cache?
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked I set out to measure Hardware-Aware Code Generation. Most AI benchmar…
Same Patient, Conflicting Documents: Can AI Preserve the Evidence?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked A patient uploads a laboratory report, an older discharge summary and…
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 post were built end to end by Claude Code, an AI ag…
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 true. Later, I showed it an authoritative document…
Don't Take Orders From the Internet: Benchmarking 5 LLMs Against Indirect Prompt Injection
Submission for the DEV x Kaggle Benchmarking Challenge — tag: #kagglechallenge Your AI agent reads help docs, search results, and emails on your beh…