DeepML.news High-signal deep learning intelligence for AI scientists and engineers. Papers decoded. Models benchmarked. Industry signals distilled. https://deepml.news en-us Fri, 20 Jun 2026 08:00:00 +0000 #047: Scaling Laws Revisited: Why Chinchilla Was Wrong https://deepml.news/issues/047.html https://deepml.news/issues/047.html Fri, 20 Jun 2026 08:00:00 +0000 Why Chinchilla's scaling laws were incomplete, and what the latest research tells us about optimal compute allocation for LLM training. #046: The Architecture After Transformers: State Space Models Go Mainstream https://deepml.news/issues/046.html https://deepml.news/issues/046.html Fri, 13 Jun 2026 08:00:00 +0000 State space models are graduating from research curiosity to production alternative. What this means for the transformer-dominated landscape. #045: Test-Time Compute: Trading FLOPS for Accuracy at Inference https://deepml.news/issues/045.html https://deepml.news/issues/045.html Fri, 06 Jun 2026 08:00:00 +0000 How spending more compute at inference time can dramatically improve model performance without retraining. #044: Multimodal Agents: When Vision-Language Models Learn to Act https://deepml.news/issues/044.html https://deepml.news/issues/044.html Fri, 30 May 2026 08:00:00 +0000 Vision-language models are evolving from passive observers to active agents. A deep dive into the architectures making this possible.