01Scaling Laws, Carefully — A Deep Dive Into Compute, Parameters, and Data [AI Models & Research]Lilian Weng reviews scaling laws from Kaplan through Chinchilla and beyond. → source
02Co-Failure Ceiling: Combining 67 Frontier Models [AI Models & Research]Ensembling gains are bounded by models shared failure rate across 67 frontiers. → source
04GUI Agents via Autonomous Exploration and Hindsight [AI Models & Research]ACL 2026 paper on small MLLMs closing the gap with commercial models. → source
05vLLM on HuggingFace Jobs: Private LLM in One Command [AI Tools & Ecosystem]New hf jobs run for OpenAI-compatible vLLM servers on managed GPUs. → source
06Unconventional AI Un0: Oscillator Chips Promise 1/1000th Power [AI Tools & Ecosystem]Former Databricks AI chief unveils oscillator-based architecture for inference. → source
07Patronus AI Raises $50M to Stress-Test AI Agents [AI Tools & Ecosystem]Simulated environments for agent evaluation without human labeling. → source
08White House Directs OpenAI to Restrict GPT 5.6 [AI Applications & Industry]Government now approving GPT 5.6 access customer by customer. → source
09Claude Gaining on ChatGPT in Paid Consumer Subscriptions [AI Applications & Industry]Credit card data shows Claude consumer revenue up ~75% since January. → source
10Adobe Acquires Topaz Labs for AI Enhancement [AI Applications & Industry]Emmy-winning AI video/image tools joining Creative Cloud. → source
11Notion Kills Mail App, Says Users Prefer AI Agents [AI Applications & Industry]Notion Mail shuts down Sept 22; agents will manage email workflows. → source
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