https://sysnote.net/news/claude-code-cloud-can-now-invent-a-repo-s-environment-deps-network-hosts-and-api sysnoteen 2026-11-07T16:17:18+00:00 Claude Code cloud can now invent a repo's environment: deps, network hosts, and API keys Claude never sees https://sysnote.net/news/judge-lets-claude-max-5x-20x-more-usage-lawsuit-proceed-weekly-limits-aren-t-the sysnoteen 2026-11-07T16:17:14+00:00 Judge lets Claude Max "5x/20x more usage" lawsuit proceed: weekly limits aren't the advertised multipliers https://sysnote.net/news/openai-s-biobasicsbench-gpt-6-astra-reads-raw-wet-lab-data-at-66-7-but-gpt-6-1-s sysnoteen 2026-11-07T09:49:03+00:00 OpenAI's BioBasicsBench: GPT-6 Astra reads raw wet-lab data at 66.7%, but GPT-6.1 Sol is statistically level at a fifth of the output cost https://sysnote.net/news/eth-refutations-twelve-days-on-both-lean-proofs-reach-a-standard-turing-machine sysnoteen 2026-11-07T05:06:45+00:00 ETH refutations, twelve days on: both Lean proofs reach a standard Turing machine, the examiners haven't ruled, and the algorithms are brute force below 2^131,071 https://sysnote.net/news/anthropic-details-dreaming-for-claude-s-memory-offline-passes-that-fix-notes-and sysnoteen 2026-11-07T05:06:39+00:00 Anthropic details "dreaming" for Claude's memory: offline passes that fix notes and build wikis, with results from its own evals https://sysnote.net/news/mcphallu-agents-on-live-mcp-servers-score-0-64-on-average-and-unreachable-goal-i sysnoteen 2026-11-06T23:17:57+00:00 MCPHallu: agents on live MCP servers score 0.64 on average, and Unreachable Goal is where they pretend hardest https://sysnote.net/news/hugging-face-harness-hub-ships-lora-harness-adapters-rl-inside-pi-opencode-and-h sysnoteen 2026-11-06T19:13:35+00:00 Hugging Face Harness Hub ships LoRA harness adapters: RL inside pi, opencode and hermes, with safeagents blocking reward hacks https://sysnote.net/news/claude-opus-5-5-can-do-local-math-on-raw-cnn-weights-but-maps-them-onto-cifar-10 sysnoteen 2026-11-06T19:13:29+00:00 Claude Opus 5.5 can do local math on raw CNN weights — but maps them onto CIFAR-10 frogs: an audit of weight-space reading https://sysnote.net/news/terminal-bench-2-1-repairing-30-of-tb-2-0-tasks-moves-agent-scores-by-up-to-12-p sysnoteen 2026-11-06T14:53:08+00:00 Terminal-Bench 2.1: repairing ~30% of TB 2.0 tasks moves agent scores by up to 12 points — and most of a harness gap was the timeout https://sysnote.net/news/nanbeige4-3-33b-ties-qwen3-8-27b-at-20-on-artificial-analysis-and-beats-it-badly sysnoteen 2026-11-06T14:53:04+00:00 Nanbeige4.3-33B ties Qwen3.8 27B at 20 on Artificial Analysis — and beats it badly on Terminal-Bench 4.0 https://sysnote.net/news/metr-anthropic-s-well-specified-capabilities-are-improving-1-9-faster-since-oct sysnoteen 2026-11-06T14:53:01+00:00 METR: Anthropic's well-specified capabilities are improving ~1.9× faster since Oct 2025 — and most of that looks like AI-on-AI R&D https://sysnote.net/news/gemini-omni-1-2-flash-is-ga-15-second-clips-multi-turn-edits-0-07-s-at-720p-and sysnoteen 2026-11-06T14:52:58+00:00 Gemini Omni 1.2 Flash is GA: 15-second clips, multi-turn edits, ~$0.07/s at 720p — and 1.1 routes to it on Dec 3 https://sysnote.net/news/thinking-machines-lab-ships-inkling-2-small-594b-moe-17b-active-score-31-on-arti sysnoteen 2026-11-06T07:21:58+00:00 Thinking Machines Lab ships Inkling 2 Small: 594B MoE, 17B active, score 31 on Artificial Analysis — weights still closed https://sysnote.net/news/claude-code-put-the-account-email-in-the-model-s-context-agents-put-it-in-user-a sysnoteen 2026-11-06T07:21:50+00:00 Claude Code put the account email in the model’s context; agents put it in User-Agent headers, and Anthropic is removing it https://sysnote.net/news/tencent-s-hy4-adds-vision-and-computer-use-full-weights-promised-in-days-preview sysnoteen 2026-11-05T21:56:59+00:00 Tencent's Hy4 adds vision and computer use; full weights promised in days, preview already open https://sysnote.net/news/openai-names-gpt-6-cyber-the-daybreak-red-model-behind-the-948-linux-exploits-an sysnoteen 2026-11-05T21:56:52+00:00 OpenAI names GPT-6 Cyber, the Daybreak Red model behind the 948 Linux exploits and 81 Firefox findings