#Business
Curated coverage on «Business»: releases, research, benchmarks, open-source.
Anthropic: junior share of hires fell from 27% to 9%, while agent hours outpaced human hours 6x
Anthropic studied its own workforce: the junior share of technical hires fell from 27% to 9%, and interactive agents logged 6x more hours than employees by August.
TokenGate speeds up LLM prefill by up to 11.3x with learnable token pruning
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, and Carlos Guestrin of UC Berkeley have introduced TokenGate to accelerate prefill in LLMs. The mechanism…
Vercel sets deadlines for vendors: static keys must go by 2027
Vercel surveyed 1,000+ SaaS vendors: only 8.4% support secure authentication. From November 30, its marketplace will flag "Not secure" listings; from January 2027…
Cohere Labs Tested AI With Riddles: 100+ Authors From 50 Countries Found Cultural Gaps
Cognition releases agent plugin to fix PHP and Node.js holes, including a CVSS 9.2 flaw
DirCast directs and commentates esports on its own, beating GPT-5
UserArena: A 64 729-Session Benchmark Tests Whether Shoppers Can Be Simulated
NVIDIA open-sources Flora: robot data labeling 125 times cheaper than GPT-6 Astra
NVIDIA has open-sourced Flora, the labeling engine for GR00T. It labels 200 000 hours of data a day on 512 GB300 and costs about 125 times less than GPT-6 Astra.
32.5 Million ₽ a Year for 300 People: How We Quantified the Real Economics of AI Adoption at a Company
Ninety-five percent of corporate AI rollouts produce no measurable financial impact because licenses are never tied to actual business processes.
CAS Institute of Software and Kuaishou Build First Benchmark for LLM User Simulation
Vercel Releases durable-harness for Fault-Tolerant AI Agent Execution in the Cloud
Quant-Arena: None of 9 LLMs Beat the A-Share Market in 2024
LoopRec Picks Compute Depth for Each Item and Beats Baselines on 4 Backbones
Lovable Launches Auto-Deletion of "Dead" Apps: 60 Days of Silence, Then the Trash
Lovable's Enterprise plan now cleans up abandoned projects: flagged after 60 days of inactivity, deleted after 7–30 days, with 60 days to restore.
Jiqizhixin Invites NeurIPS 2026 Authors to an Offline Meetup in Beijing
Chinese outlet Jiqizhixin has announced an in-person event in Beijing where readers can question NeurIPS 2026 authors directly about world models, embodied AI and…