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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
Hacktron chained a libheif RCE and an OpenAI SSO flaw to take over employee ChatGPT accounts, reaching the internal monorepo for a $6,500 bounty

Hacktron chained a libheif RCE and an OpenAI SSO flaw to take over employee ChatGPT accounts, reaching the internal monorepo for a $6,500 bounty

  • Hacktron researchers chained a libheif heap buffer overflow, a missing Debian security backport, ImageMagick and Discourse image uploads with an OpenAI SSO identity flaw to take over ChatGPT and Codex accounts on community.openai.com.
  • To prove access without reading sensitive data, the team used a compromised employee's Codex to open PR #1186742 in OpenAI's internal monorepo openai/openai, claiming the same path could reach GitHub, Slack and email; discovery to repo access took under 72 hours.
  • OpenAI confirmed the fix roughly 14 hours after the Bugcrowd report and paid a $6,500 bounty, noting that testing against the Discourse-hosted forum was explicitly excluded from its program.
  • Discourse had a fix ready by Monday July 27, added image-processing sandboxing as defense in depth, and published advisory GHSA-vhm9-85gw-x335 on July 28.
  • The researchers say Claude did the exploit work: it failed against Opus 4.8, and succeeded the day after Anthropic released Opus 5.

Hacker News 의견들

The chain here is wild. A libheif bug, Debian never backporting the fix, ImageMagick, Discourse uploads, then an SSO misconfiguration. That ends with someone sitting in OpenAI's internal monorepo.

$6,500 for this is a joke. Access like that is worth maybe $6.5M on the black market.

That's exactly why people sell to brokers instead of reporting. Doing the right thing pays nothing.

I don't buy the black market number. There's basically no market for a forum RCE, and most brokers wouldn't touch it.

Even so, why would anyone bother with a $6,500 payout for this bug class? Crypto smart contract reports average $100k to $10M.

The blog post is impressive but $6,500 from a company near $1.2T is pathetic. This is close to breaching google3. If unreleased models and training material leaked, it'd be worth tens of millions.

Companies can't hand out $1M per report though, that's not sustainable long term. It's the unfortunate reality of doing the right thing.

What gets me is the Claude part. It failed on Opus 4.8, then Anthropic shipped Opus 5 and the next day it found the exploit. Is hacking just so machine-verifiable that it trains faster than any other domain?

And the libheif situation is a mess. Upstream changed the vulnerable code the previous year, but no CVE and no security note, so Debian 12 and 13 never got the backport in time.