Stop benchmarking LLMs like it's 2023: Meet agi-gauntlet and our completely unhinged blind PR challenge

Description and use

<p>Alright, let’s be proper honest for a second. Ever run an eval suite, watched your shiny new agent model score a pristine 98% on standard benchmarks, and thought, <em>"Yeah, we've cracked general intelligence"</em>—only for the same model to completely melt down and hallucinate a fictional operating system the second you ask it to handle a real-world task? </p> <p>Yeah, exactly. Because standard benchmarks have basically become glorified pre-training memory tests. </p> <p>So, let's talk about how we fix that without drowning in corporate buzzwords or boring documentation. </p> <h3> What Act

Problem

<p>Alright, let’s be proper honest for a second. Ever run an eval suite, watched your shiny new agent model score a pristine 98% on standard benchmarks, and thought, <em>"Yeah, we've cracked general intelligence"</em>—only for the same model to completely melt down and hallucinate a fictional operating system the second you ask it to handle a real-world task? </p> <p>Yeah, exactly. Because standard benchmarks have basically become glorified pre-training memory tests. </p> <p>So, let's talk about how we fix that without drowning in corporate buzzwords or boring documentation. </p> <h3> What Act

Outcome

<p>Alright, let’s be proper honest for a second. Ever run an eval suite, watched your shiny new agent model score a pristine 98% on standard benchmarks, and thought, <em>"Yeah, we've cracked general intelligence"</em>—only for the same model to completely melt down and hallucinate a fictional operating system the second you ask it to handle a real-world task? </p> <p>Yeah, exactly. Because standard benchmarks have basically become glorified pre-training memory tests. </p> <p>So, let's talk about how we fix that without drowning in corporate buzzwords or boring documentation. </p> <h3> What Act

Evidence

Stop benchmarking LLMs like it's 2023: Meet agi-gauntlet and our completely unhinged blind PR challenge

Source