We help companies hire & upskill developers. A customer recently asked: What % of HackerRank problems can LLMs solve? That got us thinking—how should hiring evolve when AI can translate natural language to code?
Our belief: AI will handle much of code generation, so developers will be assessed more on SDLC skills with AI assistants.
To explore this, we’re benchmarking LLMs on real-world software dev scenarios—starting with 65 unseen problems across 10 domains. Beyond correctness, we evaluated consistency—an often overlooked aspect of AI reliability. We’re open-sourcing the dataset on Huggingface and expanding it to cover more domains, ambiguous specs, and harder challenges.
Would love the HN community’s take on this!
Comments URL: https://news.ycombinator.com/item?id=43015631
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Ostatné príspevky v tejto skupine
Article URL: https://yosefk.com/blog/llms-arent-world-models.html

![A Comprehensive Survey of Self-Evolving AI Agents [pdf]](https://www.cdn5.niftycent.com/a/e/b/X/8/G/R/a-comprehensive-survey-of-self-evolving-ai-agents-pdf.webp)
Article URL: https://arxiv.org/abs/2508.07407
Comments URL: https://news.ycombinator.c
