#Business
Curated coverage on «Business»: releases, research, benchmarks, open-source.
NEWWiredWired Tested 6 AI Agents in a Day: Dots Leads, Gemini Spark Fails at Lunch
TechCrunchAnthropic files for IPO: $16.3 billion in revenue in six months, ticker ANT
Habr AIYADRO bans its LLM from touching numbers and ships 10+ reports a day with no humans in the loop
Latent Space (swyx)Anthropic reveals how it builds Claude with Claude: the brain separate from the hands
Habr AISecurity engineer builds an MCP server in 7 days that spooks an AI agent with vulnerabilities
AWS Machine Learning BlogBayer Launches Multi-Agent Engine on AgentCore: 80% of Questions Handled Without Engineers
Latent Space (swyx)Anthropic files S-1 for IPO at $2 trillion valuation: 85% margin, profitable Q2
OpenAI BlogOpenAI Releases Decisions API: Agent Decisions Up to 10x Faster
Security engineer builds an MCP server in 7 days that spooks an AI agent with vulnerabilities
AppSecGate MCP runs scanners and keeps a findings database. On OWASP Juice Shop, an agent worked through 200 findings in 50 minutes for 15 rubles and fixed 56…
Bayer Launches Multi-Agent Engine on AgentCore: 80% of Questions Handled Without Engineers
Bayer Crop Science built ADE on Amazon Bedrock AgentCore: 22 agents handle about 80% of questions without an engineer, and failure diagnosis dropped from an hour to…
Anthropic files S-1 for IPO at $2 trillion valuation: 85% margin, profitable Q2
Anthropic's S-1 discloses Q2 revenue of $11.6 billion (+1368%), operating profit of $974 million and an 85% gross margin. Ticker ANT, Nasdaq listing.
BigSleep LLM Agent Finds 45 V8 Vulnerabilities, Fuzzilli 37, With 25% Overlap
OpenAI Releases GPT-6.1 Terra: Half the Price, Twice the Accuracy in Code
AWS Launches Multi-Turn RL in SageMaker: gpt-oss-20b Climbs From 15% to 69% for $339
Microsoft and Hugging Face trained Qwen3.8-27B on database-state rewards: from 38 to 107 tasks
Cognition releases FrontierCode 2.0: the best score is just 45.5%
Cognition updated its coding-agent benchmark with larger tasks and stricter criteria. Claude Opus 5.5 scored 45.5%, while Kimi K3 managed only 17.7%, down from…
Dharma-AI trimmed Qwen3-4B's vocabulary and cut inference cost by 77%
Brazil's Dharma-AI rebuilt the Qwen3-4B tokenizer for a single task. The average response shrank from 350 to 101 tokens, and the benchmark score rose from 0.703 to…
Google Releases Gemini 4 Argon: $2 per Million Tokens and First Place on the Vals Index
Modal Raises $750M at a $15.75B Valuation and Reaches $1B in ARR
Property Finder Found a Flaw in Its Labels and Cut VLM Costs by 86%
DeepSeek Open-Sources DeepInfer as the US and China Prepare Controls on Open Models
DeepSeek open-sources DeepInfer: 155 trillion tokens a day and an 80% margin
DeepSeek has open-sourced the V4.1 Flash inference engine. It claims 155 trillion tokens a day from one cluster, a 96% cache hit rate and about $22 million in daily…
Retell Grows to 100 Million Calls a Month on OpenAI Models and Codex
Voice platform Retell grew from 30 to 100 million calls a month, holds an 80% resolution rate and earns $1.6 million in annualized revenue per employee.