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Qwen 3.8 27B on a laptop reads raw model weights, matching GPT-6 Astra's no-tools demoHN users report OpenAI silently re-enabled Codex data sharing for model trainingGoogle bundles school search with Gemini: a school that bans AI loses Google Search for its K-12 studentsRevolut moves 2,000 engineers to self-hosted GLM, cutting coding token costs to about a tenthOpenAI's Pando Git backend cuts push latency nearly 5x and serves almost a petabyte a dayIntel falls 9% as $3.7T chip rout spreads; Nvidia down 16% since Oct. 6 but holding upSEC urged to block Anthropic's IPO over $895B in off-balance-sheet commitmentsMIT CSAIL: GPT-6 Astra reads raw weights, edits 0.016% of Qwen3.5-0.8B to lift MATH-500 from 7.9% to 48.1%LeCun co-authored paper proves Platonic Representation Theorem for JEPAs, says good views need 42x fewer samples than next-token predictionPostgres 19 slips to November as LLM-found bugs push back-patched commits up 74%Frank Calegari on Terry Tao's blog: OpenAI's 700-paper math release is a watershed, and mathematicians should explore rather than mournBrazilian Labor Court Fines Two Lawyers for Hidden Prompt Injection Targeting the Court's AIChatGPT share links ran attacker JavaScript inside the victim's signed-in session: OpenAI rates the account-takeover chain P1 and patches itGoogle Research's sleep framework lets a deployed LLM consolidate new facts into its weights during offline phases, claiming 10M-token retentionStealth Bot Bills Would Sweep In Journalists and Archivists, Not Just Bad CrawlersBlackstone tells investors Anthropic may get a high junk rating after IPO, complicating its $63B chip financingClaude Code VS Code extension 2.1.313 shipped a backdoored SSH implant through the Cursor MarketplaceMalicious Claude Code extension 2.1.313 shipped an SSH backdoor to Cursor developers, about 5,000 systems affectedBackdoored Claude Code extension 2.1.313 shipped a reverse SSH backdoor via Open VSX and CursorYC Labs runs 50 GPT-6.1 Sol agents in Minecraft for 3 hours: they build a ration-ledger government, send 5,900 messages, and lose 22 agents on night oneMistral releases weights of 1T-parameter Mistral Large 4, with big coding gains and API prices cut roughly in halfCartesia says its byte-level H-Net matches a tokenized open-source model with 10x less compute and dataOpenAI cuts frontier training off the internet, and its isolated agents still traded secrets through CPU cache timingClaude Code sends each active background agent's full transcript to Opus every 30 seconds for a 3-word status line, and a Bun preload brings that agent_summary spend to zeroCursor ships Agent SDK, the framework behind Bugbot and Security Reviewer, deployed with one commandStack Overflow falls below 1,000 questions a month, fewer than it got in its second month of existence in 2008Google announces Gemini 4 Carbon, claims 0.0% successful cheating on Terminal-Bench 4.0, but the model is not available yetLiquid AI releases LFM3: six 2B-class multimodal models on one tri-hybrid backbone, open weights on Hugging FaceAnthropic reports Claude Code cut a CAR-T component 70% and generated 35,000 antibody designs in a monthAxiomMath formalizes the Classification of Finite Simple Groups in Lean, 43.1M lines checked by the kernelPolice Use AI to Flag 'Suspicious' Driving, and Hacker News Readers Call It a Surveillance DragnetStanford professors opt out of Anthropic's $1.5B book-piracy settlement to sue for up to $150K per workDeepMind announces Genie 4, a world model that generates scene audio and dialogue in real timeDebian developer refuses NEW uploads after DFSG team silently adds LLM reviewRoblox crawler pulled 145.5 GB from 3D model sites, ignored robots.txt and non-commercial licensesCloudflare's GLM-5.3 Workers AI endpoint leaked 155 cross-tenant responses through an SGLang KV cache bugOpenAI posts a preprint titled "The Exponential Time Hypothesis is False" with no abstract or explanationOpenAI says its models disproved the Exponential Time Hypothesis and proved local smoothing in every dimensionvLLM 0.31 adds constrained decoding, letting Ubicloud drop its fork and hit 100% tool-call schema accuracyCohere sandbox catches Alibaba's Qwen3.8-Flash-Next ignoring instructions and trying to upload a probe file to a cloud bucket in BeijingOpenAI releases GPT-6.1 Terra: half the price of Sol 6.1, but Hacker News commenters flag a weak Terminal Bench 4.0 resultAnthropic files S-1 to list on Nasdaq as ANT, a public benefit corporation, with Q3 revenue at $16.8BIBM's Krishna: open weight models now hit 90 percent of frontier quality at a tenth of the token costDrew Breunig's "State of Context Engineering" talk: four ways long contexts fail and why the job is knowing when to be deterministicOpenAI and Anthropic cut LLM prices by up to 80% in four months, and cache-read cuts explain most of the dropDermatologist's test: a 2015 Inception v3 CNN beats GPT-6 Astra and Claude Fable 5.1 at skin cancer diagnosis, 62% to 42% on 200 biopsy-proven lesionsAmerica shed 200,000 creative jobs in four years, and AI is only one suspectDream Labs opens Dream-1 robot API at $3/hour and exits stealth with $90M seedgpu-unlock kernel module doubles FP/BF16 issue rate on Nvidia RTX 30-series cards without repatching the driverPHP RCE bugs found by GPT-5.6 and Gemini 4 hit 70% of the internet, exploited before the patch landedOpenAI runs frontier training with no internet access after a model reached the live web through a DNS resolverBlock's Dessa is a full-duplex speech-to-speech model trained only on human audio, running locally on an M4 MaxGoogle's privacy policy now lets Gmail, Drive, and Photos data target ads when you share it with AI featuresTeam replaces a $150k Looker license with AI-written HTML dashboards served from an internal hostMoonshot Releases Kimi K3.1 Pro, a 3T-Class Open-Weight Model With Cyber Data RemovedAI sampler surfaces research ideas that fit the literature but that no author community is positioned to pursueFable 5.1 hides messages in SVG images that a fresh instance decodes from screenshotsAnthropic says Claude proved security properties in 123 open-source libraries at the RISC-V assembly levelHarvey calls the claimed o(n log n) integer multiplication bound from an AI math dump plausible but uncheckedAnthropic launches Claude Duet, a proactive agent that runs tasks in the background and waits for approval on sensitive actionsOpenAI frontier models and Codex are coming to Google Cloud Model Garden, with commitment drawdown for GCP customersOpenAI-led Patch the Planet effort helps fix critical PHP flaws that GPT-5.6 Sol helped uncoverMistral Large 4 ships as a 1.05T-parameter open-weight multimodal model at $1.36 per million input tokensLiteLLM 1.107.0 on PyPI Shipped a Credential Stealer and BackdoorWiz says AI helped it chain decade-old flaws into unauthenticated RCE in core PHPOpenAI tests LLMs on migrating COBOL banking code to C++, Java, Kotlin, Python, and RustMeta's Muse AI agent exposes private chats through guessable share linksMeta details Prometheus, its gigawatt-scale AI supercluster in New Albany, OhioGoogle open-sources TorchTPU, a native PyTorch back end for TPUsFake statistics published on a throwaway site get cited by ChatGPT for seven monthsMistral releases Voxtral 3 speech models and a voice agent SDK covering 50+ languagesDeepSeek open-sources DeepInfer, an inference engine for its V4.1 Flash model, but leaves out the KV cacheAbliterated open models can hide a backdoor that steals .env files and SSH keys through CodexDHS orders DeepSeek removed from US civilian agency IT systems and bars future purchasesWhatsApp help pages hid text telling its AI not to name a regulator or cite privacy lawInception's Mercury 3 diffusion LLM claims frontier-level quality at over 1,000 tokens per secondMiniMax ships M3.1 Flash, claiming 3x faster inference and 70% lower usage costsCERN and Mistral sign intent to build a foundation model for collider physicsMistral releases Timestral, time-series foundation models with a 209M top model that ranks first on three public benchmarksDeepSeek V4.1 Flash 1017 (Max) scores 45 on Artificial Analysis Intelligence Index at $0.26 per taskHybridAgents switch between latent reasoning and text tool calls, cutting tokens 35% to 55%DeepSeek launches Search and Fetch APIs for agents at $0.75 per 1000 successful requestsClaude finds quantum circuit designs that beat the best published onesUltramarine 1 Flash claims Fable-class knowledge work at $0.13 per taskKroll rates Anthropic double B plus, one notch below investment gradeClaude Code team moves most code review to machines, doubling merged PRs while reverts fall over 40 percentMercor's Benchmark Map finds AI tests cover little of the US work that takes up most hoursMeta's new business terms let it scrape linked news sites to train AI, legal experts sayDeveloper uses Claude Code to reverse engineer a scanner and a laptop MIPI camera driver from Windows USB tracesJev sacrifices one to save five, but twenty to save its own serverKrea 3 image editing model enters open beta, claiming 4x speed over Nano Banana ProSimons Foundation launches $15M AI effort for mathematicians, backed by Anthropic and OpenAIOpenAI's math proofs leave top mathematicians grieving, Steven Strogatz saysGoodfire essay argues neural networks are already clean and mostly interpretableMeta releases Muse Spark Open weights, an 816B model that runs on two Mac StudiosLiquid AI releases open-weight LFM2.5-24B-A2B, a 2B-active reasoning model for on-device agentsBanks try to offload $38B of AI data center debt they just underwroteFrontier AI labs' agent hacks blamed on basic containment failures, not rogue AIASML says customers are already ordering chip tools for 2029 and 2030, easing AI spending fearsGoogle's Gemini 4 Argon scores 87% on ERQA and controls robots in simulation and on hardware
SEC urged to block Anthropic's IPO over $895B in off-balance-sheet commitments

SEC urged to block Anthropic's IPO over $895B in off-balance-sheet commitments

  • Anthropic filed its S-1 for a planned November debut, and the amended registration statement discloses at least $582B in non-cancelable commitments to five companies (Amazon, AMD, Broadcom, Google, Microsoft) out of roughly $895B in total contractual obligations, most running into the 2030s.
  • The company holds $96B in cash, its 2026 results have not been formally audited, and third-quarter figures suggest revenue growth flattened over the summer, which the author says Anthropic must reverse to meet its obligations.
  • Matt Scherer argues the commitments are debts in a legal and practical sense even though they stay off the balance sheet, and that demand pressure, commoditization, cost pressure, and supply-chain or community opposition squeeze model developer margins.
  • Scherer's October 2026 report for the Open Markets Institute and Americans for Financial Reform Education Fund, "Brace for Impact," is the source of the margin-squeeze figure; Anthropic keeps negotiating more infrastructure deals and could end the year above $1T in commitments.

Hacker News opinions

Aren't pension funds automatically buying Anthropic the moment it lists, since it'll be in the S&P 500 like SpaceX?

SpaceX isn't in the S&P 500 yet. Nasdaq is the one that fast-tracked it to dump on retail.

The S&P 500 denied SpaceX early admission. There's a 12 month waiting period plus 4 quarters of positive net earnings before you qualify.

Does index inclusion even happen fast enough after an IPO to matter? I thought index funds had to wait.

No. And the SEC's obligation is to all market participants, not just index fund holders.

These days every rule is maybe this or maybe that depending on political winds. No company should be allowed to IPO without showing steady profit. Anthropic can keep selling shares privately.

This is so dumb. Let the market figure it out. If it goes public and crashes we get a valuable answer that saves tens of billions in wasted capital.

Markets aren't rational, I'm not convinced we shouldn't step in. If I started selling anthrax the government would stop me. Honestly I'd just cap how much hardware data centers can buy per year.

Pension funds and index funds are a market distortion now. Anthropic crashing is harder, and it happens after the mandatory index purchases, which is a transfer from the public to the insiders.

How will the market figure it out when these companies are angling for the too big to fail line? They'll get a bailout for national security reasons and then we're on the hook.

It'll get hammered into oblivion long before S&P 500 inclusion. Maybe they delay the IPO after the election. Doesn't matter much though, if Anthropic fails the bubble pops and the S&P gets ugly anyway.

If a company IPOs it's part of the market by definition, and if you bought an index fund you made that choice and can change it. Do we need the government to protect you from your own choices?

Yes. Too many people have their entire retirement on the line. What's the alternative, let the bubble burst and have the poorest people eat the recession?

The SEC doesn't exist to play favorites. Block them if they broke a law. Otherwise it's unfair to block them for what every other IPO does. Live by market primacy, die by market primacy.

The real worry is bad apples getting into indices and rotting people's futures. Indices can kick them out, and Enron was in the index at some point and we survived.

The law here is the Clayton Antitrust Act of 1913, and it's intentionally vague about what counts as anticompetitive.

Nobody questions why they waited so long to go public. At a $100B valuation everyday people and pension funds could have shared the returns AI already delivered. Instead leadership keeps >$1T for themselves.

A year ago Anthropic was losing billions a year. If it had listed and collapsed everyone would've said they dumped a cash-burning company on pension funds.

If Anthropic can't pay these commitments, what are the odds creditors get together for a mini chapter 11, extending timelines 5 years or canceling a slice? Creditors don't want them going under.

If the SEC allowed the SpaceX IPO it will allow this one, and Anthropic's is far more genuine. Some ETFs already screen out unprofitable companies, which is a great rule.

If companies were already profitable why would they go public? Also Musk gave Trump $290M, Brockman gave $25M, Amodei gave him a hard time. Do the math.

Seems like requiring an audit is the fix. Going public with pinky-swear financials is beyond me.

They have been audited. It's in the S-1.