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Liquid AI releases LFM2.5-24B-A2B: an agent model with 2B active parameters
Liquid AI has open-sourced the weights of a 24B-parameter MoE model with only 2B active. It runs at 184 tok/s on an M5 Max laptop and at over 21K tok/s on a single…

PyTorch 2.15 speeds up MoE models on Mac by 5–6.5x and adds FP8
Hugging Face's PyTorch team rewrote critical MPS ops in Metal: Qwen3.6-35B-A3B on an M3 Ultra jumped from 9.4 to 61.3 tokens/s, and Wan2.2 peak memory fell from 270…

AgentOrch compares two types of agents: the gap between Global and Step-by-Step has narrowed by 79%
A benchmark of 650 enterprise SOPs and 3220 variants shows that prebuilt workflows have closed much of the accuracy gap with step-by-step agents, but have not…

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

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

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

Goodfire: Agentic Analysis Decodes Neurons Once Written Off as Chaos

aiedit hides individual lines of code from an AI agent: 5 levels and 857 tests
A Python beginner built the aiedit editor with Claude: the model sees the project but not the locked lines. Code, not a prompt, enforces it: 11K lines, 857 tests…

vps-forge: Agents With Root on a VPS Get Auto-Rollback, Self-Bans Drop From 7 in 60 Runs to 0
The open-source Agent Skill vps-forge gives agents a 5-minute dead man's switch. Across 120 benchmark runs, Opus 5.5 scores rose from 79–92 to 99–100, but each run…

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

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

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

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

Codex on GPT-6.1 Sol trims its window to 828 400 but still accepted an 888-thousand-token input
The config says model_context_window = 1 000 000, yet Codex reports 828 400. A 890 547-token test shows it is a history threshold, not a limit on a single input.

12 Pentesting Tools vs. Juice Shop: The Best AI Agent Found 5 Holes Out of 116
The author ran 6 AI agents, 4 DAST scanners and a Claude + Burp MCP combo against OWASP Juice Shop's 116 vulnerabilities. The hybrid won with 9/10; headline…









