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A Frozen 16 MB Vocabulary Matches a Trained One in Small LLMs
Researchers replaced 168M embedding parameters in a Gemma-like model with a frozen 16 MB table and did not lose to the trainable version on three of four benchmarks.

NVIDIA RTX Spark N1X Runs a Local Qwen3.8 27B Agent in 18.7 Minutes
A Surface Laptop Ultra with the N1X chip and 128 GB of memory ran the AA-AgentPerf-Local agent workload in 18.7 minutes, twice as fast as a MacBook Pro with M5 Pro.

Vera Rubin NVL72 beats GB300 by up to 5.7x in tokens per megawatt in AA-AgentPerf
Artificial Analysis published the first Vera Rubin NVL72 results in its agentic coding benchmark: up to 5.7x throughput per megawatt over GB300 and a record 906…

DialFork measured procedural hallucinations in agents across 36,278 dialogues

AlphaBet trains an LLM agent to forecast events: Brier score improves 14.4%

RealCLI: The Best Terminal AI Agent Scores 49% on a Test of Working With a Human

OpenAI Engineer Hid a "Bug" in Toilet Paper and Got Caught Within 48 Hours

OpenAI shows how ChatGPT builds a catering pitch for a Toronto restaurant
OpenAI released a video about The Dumpling Prince: ChatGPT builds a catering presentation and launches automated outreach to clients. The announcement gives no…

Natura-1 Teaches Robots Dexterous Hands With a Million Hours of Human Experience
Natura-1 was trained on a million hours of human experience and reportedly handles zero-shot generalization and dexterous manipulation. The test case: folding…

MemSilicon Completes Tape-Out of MountTai 2026, a 1 Gbit 1T4R RRAM Chip

Anthropic tested whether AI can copy itself through a TV set-top box

Google DeepMind Launches Gemini 4 Argon and Cuts API Prices in Half

Tsinghua Unveils SRHarness and MechBench: AI Agents That Look for Formulas and Mechanisms

Ego Data Gets a "Full Body": A New Scaling Path for World Models
Robot data collection is shifting from expensive platforms to lightweight formats. Jiqizhixin examines the idea of extending ego recordings with whole-body motion…

Google DeepMind and Singapore Release Gemma-Based Scam Detector as Fraud Losses Top S$4 Billion
GovTech and Google DeepMind fine-tuned Gemma on local scam patterns. The model runs on a smartphone, reads chats without the cloud, and warns users before they send…









