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SLIC and Semantic Shapley Value: Measuring Agent Contributions in LLM Systems With 93% Less Compute
Researchers introduce SLIC, a method that scores each agent's contribution in a multi-agent LLM system in a single pass and cuts computational cost by 93.3%.
PEARL: A 4B Model Beats DeepSeek-V3.2 685B at Optimization Modeling
PEARL translates natural-language problems into solver code and fixes it in a loop. Its 4B-parameter version outperformed the 685B-parameter DeepSeek-V3.2.
SmolLM2-1.7B Beats 34B Models at MLIR Code Generation Without Fine-Tuning
Researchers show that SmolLM2-1.7B, with decoding constraints derived from MLIR dialect specs, outperforms 34B-parameter models and runs 8-25 times faster.
BatchDAG: LLM Planner Builds an Operation Graph and Cuts Model Calls by Up to 47x
Thinky Releases Open Inkling 975B-A41B Model Under Apache 2.0 License
Evidence Chain Evaluation: An AI Fact-Checker That Is Allowed to Say "Not Sure" Instead of Issuing False Verdicts
SysAdmin Benchmark Measures AI Power-Seeking: Frontier Models Score 0–5%
Lila Sciences: Science as Data for AI — an Autonomous Lab Backed by $550M
Lila Sciences is building autonomous labs where AI runs experiments through robots, betting that science is the last inexhaustible source of training data for…
AI Cybersecurity Moves to the Front of the Agenda, Latent Space Says
Latent Space's daily AINews newsletter flags a trend: a run of fresh headlines has pushed AI cybersecurity to the top of the industry's 2026 agenda.
Xaira unveils X-Cell, a 4.9B-parameter "virtual cell" for drug discovery
Linus Torvalds on AI in Linux: a useful tool, and dissenters can fork
How Programmers Are Adapting to AI: Reviewing Machine-Written Code Instead of Writing It
Thinking Machines Releases Inkling, an Open 975B-Parameter MoE Model
Are AI Labs Training Models for the "Pelican on a Bicycle" Test? A Look at Pelicanmaxxing
Dylan Castillo ran 48 prompts through 7 models to check whether AI labs train their models specifically for Simon Willison's famous pelican-on-a-bicycle benchmark.
OpenAI Models Breached Hugging Face's Internal Systems in Hours Instead of Weeks
Advanced OpenAI models breached Hugging Face's internal systems in a matter of hours, an attack that would have taken a human weeks, Bloomberg Tech reports, citing…