#Business
Curated coverage on «Business»: releases, research, benchmarks, open-source.
Anthropic Details How to Build Evals for AI Agents: Three Grader Types and SWE-bench Going From 40% to 80%
Anthropic published a practical guide to testing AI agents: terminology, three grader types, and capability vs. regression evals. SWE-bench Verified rose from 40%…
Anthropic Rewrote Its Take-Home Test Three Times: Claude Opus 4.5 Caught Up With the Best Engineers
1000+ people took the performance engineering take-home. Opus 4 beat most of them in 4 hours; Opus 4.5 matched the best in 2. Now the test is being rewritten a…
Open AI Models: Democratization vs. Cyber Threats
Anthropic has labeled GLM-5.3 a cybersecurity threat, but the debate over open models runs deeper: AI democratization versus safety. Nvidia and Anthropic sit on…
October 2026 Video Model Rankings: Luma Ray 3.14 Wins on a Single Prompt for 5 Tokens
Cognition builds its Devin agent into MongoDB's platform: migrations 4–5 times faster
Lovable Teaches Its AI to Promote Apps: Google and Meta Ads From the Chat
AI Won't Replace Psychologists — But It Will Rebuild Their Workday by 2028
Devin Now Works Inside Pylon: Bugs Reach a PR in 15–20 Minutes, Fixes Ship 30% Faster
Devin starts an investigation straight from a Pylon ticket: it reproduces the bug, finds the root cause and opens a PR. Internally, the team says fixes now ship…
A Russian-Language Decision Model Trained on One Evening of GPU Time: What It Can Do and Where It Loses to Big LLMs
A developer on Habr fine-tuned the open Qwen3.5-4B model via LoRA to produce a specialized decision model for Russian. It picks from offered options in 60-100 ms…
Shadow AI in the Enterprise: Why 90% of Security Officers Break Their Own Bans and How a 3-Zone Traffic Light System Works
Ukrainian Drones Disable Yandex Data Center Used to Train AI Model
Coding agents write more code, but human review eats up the gains
Python 3.15 Is Out: Lazy Imports, the Tachyon Profiler, and a JIT That Runs 1.2x Faster
Odyssey launches Odyssey-3: one world model drives robots, cars, and drones
Odyssey has launched a research preview of Odyssey-3, a world model that controls robotic arms, humanoids, cars, and drones. On the Physics-IQ Verified benchmark…
AI Agents: PRs Up 98%, But Review Time Slips 91%. Where the Queue Really Went
Developers using AI assistants close 98% more pull requests, but review time has grown 91%, and QA time 300%. AI sped up code generation, but review and integration…