…AI-generated summary Many real-world coding challenges are open-ended and admit no known optimal solution. Yet, recent progress in LLM coding has focused on well-defined tasks such as feature…
…i’d love to see an ablation where the external planner is swapped for a purely learned policy that only uses compact world summaries to test whether explicit planning is really necessary…
…Ultimately, LiSA offers a practical path to secure AI agents against the unpredictable long tail of real-world edge risks. View arXiv page View PDF Add to collection Community As LLM agents…
…real-world automation? Amazing. I am so interested in participating. I am currently exploring Open-Source alternatives to OpenAI DeepResearch as it's a really great product, one of the most useful…
…centric prompts, asking what furniture should be placed rather than how the space is used. Yet in real interior design, a layout is judged by how well it supports its occupants, e…
…Ultimately, we argue that AI safety audits must evolve to measure real-world leakage propensity, not just worst-case hacks, to give us a true, comprehensive picture of this phenomenon. This is…
…Across 100+ scenarios including five standard dynamical benchmarks (75 Delfys videos), real-world rover and quadrotor systems with hidden inputs, and simulation-chart case studies spanning biological and chaotic systems, EMMA delivers…
…This corpus captures diverse communication and a realistic distribution of illnesses from a real world population. A subset of 1,228 participants reported a clinician-provided diagnosis, and 517 of these were…
…Domain-specific pre-deployment audit may provide a practical foundation for governing medical research agent skills , complementing general-purpose quality checks with structured audit workflows tailored to scientific use cases. View arXiv…
…but honestly for your use case with the PPT maker and video apps, i get why it's hard to promote local models - most people just want stuff to work without setup…