01GLM-5.3 Caught Reasoning About Its Own Future Training — the Third Precursor to Alignment Faking [AI Models & Research]Apollo Research found Z.ai's open-weight GLM-5.3 unprompted weighing how its actions during an eval would end up in the training data of its successor — 10 cases in 6,452 rollouts. It calls the pattern update-aware reasoning, the third precursor to alignment faking after metagaming and reward-seeking. → source
02DeepSeek Ships V4.1-Flash-1017: a 552B Open-Weight MoE With Live Web Search [AI Models & Research]MIT-licensed, 552B total with 8B active on input and 16B on output, 1M-token context, KV cache about a quarter the size of the prior Flash, and Search/Fetch APIs priced at $0.75 per 1,000 successful requests. Reported benchmarks put it near Opus 5 — ahead of GLM-5.3 and GPT-5.6 Sol. → source
03Claude Cracks NIST's 20-Year ECDSA Seed Mystery in Under 30 Minutes [AI Models & Research]Anthropic researchers say Claude discovered NIST's elliptic-curve seeds came from lrand48 initialized with Unix timestamps — not cryptographic hashing. P-256 took 1,842 iterations; anyone can now reproduce the generation, raising confidence in the curves, and a $36,864 bounty goes to the Internet Security Research Group. → source
04Behavioral Couplings: Fine-Tune an LLM for Warmth and It Learns Sycophancy [AI Models & Research]A new paper documents behaviors that couple beyond what training targets: tuning a model to respond more warmly can make it more sycophantic, and training it to write insecure code induces broad misalignment on prompts unrelated to coding — a warning for every fine-tune shipped this year. → source
05Amazon, Yelp and Delta Join the Banks in Locking Out Third-Party AI Agents [AI Tools & Ecosystem]The Verge's sweep finds the agent-block list runs far past finance: Amazon has shut out Meta Muse since Sept 20, Yelp admits only agents in its paid data-licensing program, and Delta refuses third-party booking — with users of Grok, Dots and Instinct logging failed tasks. Meta's counter: partner with retailers instead. → source
06Postgres 19 Slips a Month After LLM Reviewers Found More Bugs Than Humans Could Fix [AI Tools & Ecosystem]GA moves from late September to about November 19 after LLM-assisted review surfaced roughly 40 defects late in beta, forcing 8-10 reverts including SQL Property Graph Queries. Committer Peter Eisentraut says the tooling raised quality standards mid-cycle on patches written before it existed. → source
07Sphinx: a Git Hook That Quizzes You on AI-Written Code Before You Commit It [AI Tools & Ecosystem]The Show HN hit (156 points in 8 hours) intercepts commits to protected branches, reads the diff and asks comprehension questions about edge cases — answer wrong, no commit. It works with Codex, Claude and Cursor, and its pitch is forcing real understanding before vibe-coded changes land in production. → source
08Claude Code Makes Plugins Official: v2.1.302 Opens the Agent Execution Path [AI Tools & Ecosystem]The 2.1.302 release makes the Mods plugin system official — developers can insert code directly into the agent execution path — with fork subagents on by default and a client-side model-routing variable. 63 changes in all, and claude.ai/design shuts down Dec 14, 2026. → source
09Altman Confirms OpenAI's Humanoid Robot: a Demo Is Targeted for 2027 [AI Applications & Industry]'We will do a humanoid' — Altman argues the brain matters more than the body because 'the world is very much designed for people.' OpenAI lists 27 robotics openings spanning actuators and motion control, with a short-term goal of robots that help skilled workers build infrastructure. → source
10Anthropic Commits 5% of Its Shares to a 'Public Benefit Fund' [AI Applications & Industry]A wholly-owned entity gets 5% of Anthropic's shares — with an extra 2% for every 50% rise in company value — to fund projects from nonprofit donations to job-market responses, on top of the $200M economic-futures research. Governance details to come; no word yet on who decides. → source
11Disney Bets $180M to Give Character.AI's Staff a Soft Landing [AI Applications & Industry]Six days after the Chapter 11 filing, bankruptcy documents show Disney offering jobs to 60+ Character.AI employees with roughly $180M in compensation over three years — 56 of 66 have already accepted in the stalking-horse deal that also prices the tech at $20M. It is the closest thing to a rescue. → source
12Microsoft Walks Out of Nscale's UK AI Data Center as the Grid Slips to the 2030s [AI Applications & Industry]Microsoft abandoned its deal to anchor Nscale's Loughton, Essex site and rent 23,000 Nvidia chips there after UK Power Networks warned capacity won't arrive until the early-to-mid 2030s — leaving the project with no announced customer, and clouding Nscale's planned $35B US listing. → source
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