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Curated coverage on «LLM»: releases, research, benchmarks, open-source.

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NEWWiredWired Tested 6 AI Agents in a Day: Dots Leads, Gemini Spark Fails at LunchTechCrunchAnthropic files for IPO: $16.3 billion in revenue in six months, ticker ANTHabr AIYADRO bans its LLM from touching numbers and ships 10+ reports a day with no humans in the loopLatent Space (swyx)Anthropic reveals how it builds Claude with Claude: the brain separate from the handsJiqizhixin (机器之心)AI Agents Formalize 15 000 Pages of Proofs in 24 Days and Find a GapLatent Space (swyx)Anthropic Turns Claude Code Into a Platform: Claude Mods Flip the Agent HarnessarXiv cs.CVNemotron 3.5 Bolt Squeezed Into 24 GB: 74B Model Hits 84 Tokens per SecondHabr AISecurity engineer builds an MCP server in 7 days that spooks an AI agent with vulnerabilities
Wired Tested 6 AI Agents in a Day: Dots Leads, Gemini Spark Fails at Lunch
LLM·Wired

Wired Tested 6 AI Agents in a Day: Dots Leads, Gemini Spark Fails at Lunch

Oct 28, 2026·3 min
Anthropic files for IPO: $16.3 billion in revenue in six months, ticker ANT
LLM

Anthropic files for IPO: $16.3 billion in revenue in six months, ticker ANT

Oct 28, 2026·3 min
YADRO bans its LLM from touching numbers and ships 10+ reports a day with no humans in the loop
LLM

YADRO bans its LLM from touching numbers and ships 10+ reports a day with no humans in the loop

Oct 28, 2026·3 min
Anthropic reveals how it builds Claude with Claude: the brain separate from the hands
LLM

Anthropic reveals how it builds Claude with Claude: the brain separate from the hands

Oct 28, 2026·3 min
AI Agents Formalize 15 000 Pages of Proofs in 24 Days and Find a Gap
LLM·Jiqizhixin (机器之心)

AI Agents Formalize 15 000 Pages of Proofs in 24 Days and Find a Gap

Dozens of AI agents turned years of mathematicians' work into 43 million lines of verifiable code in 24 days, and found a logical gap nearly 40 years old.

Oct 28, 2026·2 min
Anthropic Turns Claude Code Into a Platform: Claude Mods Flip the Agent Harness
LLM·Latent Space (swyx)

Anthropic Turns Claude Code Into a Platform: Claude Mods Flip the Agent Harness

TypeScript mods for Claude Code intercept prompts and tool calls. The author tested them in practice: the supervisor fired in 99 of 111 turns.

Oct 28, 2026·3 min
Nemotron 3.5 Bolt Squeezed Into 24 GB: 74B Model Hits 84 Tokens per Second
LLM·arXiv cs.CV

Nemotron 3.5 Bolt Squeezed Into 24 GB: 74B Model Hits 84 Tokens per Second

A team of 109 authors shrank Nemotron 3.5 Super VL 120B to 74B parameters and 24 GB of memory. On RTX Spark, it generates 84 tokens per second and handles agentic…

Oct 28, 2026·3 min
Security engineer builds an MCP server in 7 days that spooks an AI agent with vulnerabilities
LLM·Habr AI

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…

Oct 28, 2026·3 min
Top themes
01Bayer Launches Multi-Agent Engine on AgentCore: 80% of Questions Handled Without EngineersOct 28, 2026·3 min02Liquid AI releases LFM2.5-24B-A2B: an agent model with 2B active parametersOct 28, 2026·3 min03PyTorch 2.15 speeds up MoE models on Mac by 5–6.5x and adds FP8Oct 28, 2026·4 min04AgentOrch compares two types of agents: the gap between Global and Step-by-Step has narrowed by 79%Oct 28, 2026·3 min05Anthropic files S-1 for IPO at $2 trillion valuation: 85% margin, profitable Q2Oct 28, 2026·3 min
OpenAI Releases Decisions API: Agent Decisions Up to 10x Faster
LLM·OpenAI Blog

OpenAI Releases Decisions API: Agent Decisions Up to 10x Faster

Oct 28, 2026·3 min
Meta releases Muse Spark Open: 816B parameters and the lead among US open-weight models
LLM·Interconnects (Nathan Lambert)

Meta releases Muse Spark Open: 816B parameters and the lead among US open-weight models

Oct 28, 2026·3 min
SLICE-Mem: LLM agent memory without generation cuts token use by 92–99%
LLM·arXiv cs.CL

SLICE-Mem: LLM agent memory without generation cuts token use by 92–99%

Oct 28, 2026·2 min
Thomson Reuters engineer runs an offline coding agent on Qwen3.5 9B in the Himalayas
LLM·Latent Space (swyx)

Thomson Reuters engineer runs an offline coding agent on Qwen3.5 9B in the Himalayas

Oct 28, 2026·3 min
NVIDIA Kumo Relational Beats Supervised ML on 41 Tasks Without Any Training
LLM·Hugging Face Blog

NVIDIA Kumo Relational Beats Supervised ML on 41 Tasks Without Any Training

NVIDIA releases Kumo Relational, a pretrained model that predicts churn and demand directly from a relational database in one pass. On SAP SALT it beats AutoGluon…

Oct 28, 2026·3 min
Moonshot releases Kimi K3.1 Pro: 2.8 trillion parameters, weights due November 4
LLM·Latent Space (swyx)

Moonshot releases Kimi K3.1 Pro: 2.8 trillion parameters, weights due November 4

Kimi K3.1 Pro, a 2.8-trillion-parameter model, takes a top-4 spot on the Artificial Analysis index with 55 points. Tokens are a third cheaper, but a task costs…

Oct 28, 2026·3 min
Switzerland's Apertus 1.5 Gains Vision, Hearing and a 262K-Token Context Window
LLM·Hugging Face Blog

Switzerland's Apertus 1.5 Gains Vision, Hearing and a 262K-Token Context Window

Swiss AI has released Apertus 1.5 in 8B and 70B sizes under Apache 2.0: multimodality via tokenizers, a thinking mode, 4x longer context and fully open data.

Oct 28, 2026·3 min
NVIDIA Releases 120B Nemotron 3.5 Super VL and Bolt Models for Local Agents
LLM·NVIDIA AI Blog

NVIDIA Releases 120B Nemotron 3.5 Super VL and Bolt Models for Local Agents

Oct 28, 2026·3 min
Goodfire: Agentic Analysis Decodes Neurons Once Written Off as Chaos
LLM·Latent Space (swyx)

Goodfire: Agentic Analysis Decodes Neurons Once Written Off as Chaos

Oct 28, 2026·3 min
aiedit hides individual lines of code from an AI agent: 5 levels and 857 tests
LLM·Habr AI

aiedit hides individual lines of code from an AI agent: 5 levels and 857 tests

Oct 28, 2026·3 min
vps-forge: Agents With Root on a VPS Get Auto-Rollback, Self-Bans Drop From 7 in 60 Runs to 0
LLM·Habr AI

vps-forge: Agents With Root on a VPS Get Auto-Rollback, Self-Bans Drop From 7 in 60 Runs to 0

Oct 28, 2026·4 min
BigSleep LLM Agent Finds 45 V8 Vulnerabilities, Fuzzilli 37, With 25% Overlap
LLM·Habr AI

BigSleep LLM Agent Finds 45 V8 Vulnerabilities, Fuzzilli 37, With 25% Overlap

Oct 28, 2026·3 min
rwkv-quant: keeping one matrix in bf16 removes 39% of RWKV-7 2.9B's quantization loss
LLM

rwkv-quant: keeping one matrix in bf16 removes 39% of RWKV-7 2.9B's quantization loss

Oct 28, 2026·3 min
OpenAI Releases GPT-6.1 Terra: Half the Price, Twice the Accuracy in Code
LLM

OpenAI Releases GPT-6.1 Terra: Half the Price, Twice the Accuracy in Code

Oct 28, 2026·3 min
Qwen3-8B on the Intel Core Ultra 5 226V NPU: 10.7 tok/s at 15 W and 24 dB of Noise
LLM

Qwen3-8B on the Intel Core Ultra 5 226V NPU: 10.7 tok/s at 15 W and 24 dB of Noise

Oct 28, 2026·3 min
AWS Launches Multi-Turn RL in SageMaker: gpt-oss-20b Climbs From 15% to 69% for $339
LLM·AWS Machine Learning Blog

AWS Launches Multi-Turn RL in SageMaker: gpt-oss-20b Climbs From 15% to 69% for $339

SageMaker AI now fine-tunes agents on a single reward for an entire chain of steps. On Wordle, gpt-oss-20b rose from 61% to 84% of words solved; training tokens…

Oct 28, 2026·4 min
Microsoft and Hugging Face trained Qwen3.8-27B on database-state rewards: from 38 to 107 tasks
LLM·Hugging Face Blog

Microsoft and Hugging Face trained Qwen3.8-27B on database-state rewards: from 38 to 107 tasks

Database end-state checks became the reward for GRPO: in 50 steps, Qwen3.8-27B lifted pass@1 from 51.70% to 60.78% and nearly tripled its count of 20/20 tasks.

Oct 28, 2026·3 min
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