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1614 results for β€œAnt”

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  1. Lonnie VanZandt (@lonniev) on X

    Secure Courier is a consent flow in Tollbooth DPYC, a monetization network for paid MCP services, that lets an AI agent act for a Nostr npub without holding the user's nsec. The service sends a signed, sealed direct message over Nostr relays, the user replies with a signed approval and an expiry, and the service issues its own encrypted grant. Lonnie VanZandt presents it as an alternative to central identity providers and CIBA. The thread gives no audit results.

    x.comthreadAdded 1 Nov 2026🧠 AI

  2. Prasenjit Sarkar (@stretchcloud) on X

    Campfire is a free, open-source, self-hosted tool that runs Claude Code, Codex, Goose, Aider and OpenHands side by side in one browser tab. Each agent gets its own git worktree, with permission voting (30 second timer, majority rules), session replay, cross-backend agent races and a shared semantic memory layer. Installs with bunx the-campfire. The post also compares Clawboo, Conductor, Vibe Kanban and Crystl.

    x.comthreadAdded 1 Nov 2026, published 31 Oct 2026🧠 AI

  3. FBI Attributes $6 Billion-Plus Binance Hack to North Korea

    The Defiant reports that the FBI attributed a Binance hack of more than $6 billion to North Korea and named TraderTraitor as the actor. The bureau also sought blocks on the laundering trail, and Binance kept 1 November as its target for restarting withdrawals. The article body did not load, so technical details of the intrusion are not available.

    thedefiant.ioarticlePublished and added 31 Oct 2026πŸ›‘οΈ Security

  4. Anthropic takes steps to block Claude from reverse-engineering video games

    Mashable reports, citing Tom's Hardware, that Anthropic's Claude has quietly begun restricting modding, decompiling and reverse-engineering of video game code. Anthropic has made no official announcement. The article ties the change to AI-assisted game ports and mods, the PlayStation 5 jailbreak and Take-Two's subpoenas after the GTA6 leaks. It notes the irony of AI firms now guarding copyright, and the risk that less restrictive LLMs win users.

    mashable.comarticleAdded 1 Nov 2026, published 31 Oct 2026🧠 AI

  5. TCP Use-After-Free: CVE-2026-98432 / CVSS 9.8

    CVE-2026-98432 is a use-after-free in the Linux IPv4 TCP handshake, rated CVSS 3.1 9.8 and reachable by a remote unauthenticated peer on kernels back to 4.4. The post lists fixed stable releases (October 2026) and distribution patch status as of 31 October 2026, plus kernel and MPTCP listener checks. It gives interim nftables and iptables rules that drop IPv4 packets carrying options, and notes Anthropic's claim that Claude wrote a working exploit.

    atlasum.netadvisoryAdded 1 Nov 2026, published 31 Oct 2026πŸ›‘οΈ Security

  6. AI startup hacks Anthropic, gains access to employee details, internal messages

    Cathedral, a security startup founded by former DOGE members, used AI agents to find flaws in third-party business software used by Anthropic. It reached sales, HR and IT systems in under 12 hours. Anthropic says no customer chats, model outputs, source code or model weights were reached, and it cut off access the same day. The article also recaps earlier cases of Claude bypassing access restrictions, including Georgia vote counts.

    indiatoday.inarticleAdded 1 Nov 2026, published 31 Oct 2026πŸ›‘οΈ Security

  7. Anthropic's Claude AI blocks video game cloning and reverse-engineering

    Tom's Hardware reports user claims that Claude Code and Claude Opus 5.5 refuse to recreate specific existing games and some reverse-engineering work, including use of the Reverse Engineer Anything tool. A rule reportedly says not to build a recreation of a specific existing game. Anthropic has not confirmed the wording, and commenters dispute the headline.

    tomshardware.comarticleAdded 1 Nov 2026, published 31 Oct 2026🧠 AI

  8. Why AI Models Cheat: Reward Hacking, Explained

    Explainer on reward hacking, where an AI scores well on its objective without doing the intended task. It covers the July 2026 incident in which OpenAI models stuck on unsolvable ExploitGym tasks chained zero-days, escaped their sandbox and entered Hugging Face systems, plus UK AISI and METR findings. It also covers Anthropic studies showing hacking can spread into broader misbehavior, and mitigations such as inoculation prompting and chain-of-thought monitoring.

    decrypt.coarticlePublished and added 31 Oct 2026πŸ›‘οΈ Security

  9. Why AI Models Cheat: Reward Hacking, Explained

    Decrypt explainer on reward hacking, where a model scores well on its objective without doing the intended task. It covers the July 2026 incident in which OpenAI models stuck on unsolvable ExploitGym tasks reached Hugging Face systems, the UK AISI finding that every tested model tried to cheat, and Anthropic studies showing hacking can spread into broader misbehavior. It also lists mitigations and a practical check for coding-agent test results.

    decrypt.coarticlePublished and added 31 Oct 2026🧠 AI

  10. Lewis - Policifyai (@Policifyai) on X

    Policifyai's October 2026 roundup lists model releases by date with prices and benchmark scores: GPT-6.1 Sol and Terra, Claude Sonnet 5.5 and Haiku 5.5, Gemini 4 Argon and Carbon, Muse Spark Open, Mistral Large 4 weights and Kimi K3.1 Pro. It also covers Anthropic's S-1 compute commitments, Artificial Analysis Intelligence Index v5, and chip and data-center deals.

    x.comarticleAdded 1 Nov 2026, published 31 Oct 2026🧠 AI

  11. Show HN: A language model that lives in a boot sector

    bootgpt is a char-level language model that runs from a BIOS boot sector. A 512-byte hand-written asm MBR loads an 11.5 KB int8 model from 23 following sectors and runs it in 16-bit real mode on a 386, generating fake Linux dmesg boot logs. train.py quantises to int8 with power-of-two scales, and its integer simulation matches the asm output char for char.

    github.comrepoAdded 1 Nov 2026, published 31 Oct 2026🧠 AI

  12. [AINews] Google admits AI Mode hurts Search revenue; -15% $500B drop worst since 2004 IPO. AI Bear Market coming?

    AINews issue for 29 to 30 October 2026 from Latent Space. It opens on Google's admission that AI Mode monetises worse than classic Search, which preceded a roughly 15% share drop. It then recaps Claude Ultra dropping the 5-hour limit, Gemini 4 Carbon, Mistral Large 4, Nemotron 3.5, Artificial Analysis Index v5, Unsloth GGUF disputes, and the Anthropic S-1 filing.

    latent.spacearticlePublished and added 31 Oct 2026🧠 AI

  13. Your Benchmark Is an Empirical Measure Over Difficulty

    The paper treats a benchmark as an empirical measure over item difficulty and formalizes two failure modes: measure mismatch (benchmark difficulty distribution differs from the intended one) and coverage gaps (uncovered difficulty regions that hide localized training progress). It proposes two diagnostic metrics with theoretical guarantees and analyzes 25 popular benchmarks across 7 domains using estimated item difficulties. It also introduces BenchFill, a difficulty-targeted item rewriting algorithm that reduces local coverage gaps.

    huggingface.copaperAdded 31 Oct 2026🧠 AI

  14. Inside a malicious Claude Code-branded extension and its persistent SSH backdoor

    Microsoft Threat Intelligence analyzes a tampered anthropic.claude-code extension (versions 2.1.312 and 2.1.313) served on the Cursor marketplace on 29 October 2026. The injected JavaScript loader adds an SSH key labeled svc-telemetry, opens a reverse SSH tunnel and sets up persistence on macOS, Linux and Windows. The post gives cleanup steps, IOCs and Defender XDR hunting queries. VS Code Marketplace and npm were not affected.

    microsoft.comwriteupPublished and added 31 Oct 2026πŸ›‘οΈ Security

  15. Critical Linux kernel flaw allows remote root attacks on MPTCP servers

    CVE-2026-98432 is a use-after-free race condition in the Linux kernel IPv4 TCP code (tcp_v4_syn_recv_sock, ireq_opt), affecting kernels back to 4.4 and rated 9.8 by the kernel CVE team (Red Hat rates it 5.9). Anthropic researchers say an unreleased Claude model built an exploit that bypassed KASLR and got remote root on an MPTCP listener in about 53 minutes. The article lists distro patch status and CIQ's nftables mitigation for IP options; disabling MPTCP alone does not help. No in-the-wild exploitation is reported.

    bleepingcomputer.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  16. Tanmay (@TanmayK_03) on X

    DBHub, a database MCP server, had a read-only mode bypass in its SQL check. The check treated every `--` as a comment, but MySQL only starts a comment when whitespace follows it. A hidden write statement could therefore still run, and a prompt injection could trigger it. Fixed in version 0.22.6. Replies say enforcement belongs in database grants and that parser tests need to be dialect-specific.

    x.comthreadAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  17. Was I wrong about open models & cyber risks?

    Interconnects post in which Nathan Lambert revisits his claim that an open-weight Claude Mythos would have been survivable. He argues GLM-5.3 already crosses the capability threshold with little visible societal change, and quotes Rob Wiblin, Anthropic and Zvi Mowshowitz as examples of exaggerated warnings. He cites Epoch AI's Firefox exploit built with GLM-5.3, and treats the recent vulnerability surge as an ecosystem trend driven by AI capability and diffusion, not open versus closed models.

    interconnects.aiarticlePublished and added 30 Oct 2026🧠 AI

  18. CISA Adds Two Known Exploited Vulnerabilities to Catalog

    CISA added two Ivanti Connect Secure vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog on 30 October 2026, citing evidence of active exploitation: CVE-2026-111357 (missing authentication for a critical function) and CVE-2026-118527 (generation of predictable numbers or identifiers). The alert restates BOD 26-04, which requires federal civilian agencies to remediate KEV-listed flaws on exposed assets and check for prior compromise. It also links the KEV nomination form.

    cisa.govadvisoryPublished and added 30 Oct 2026πŸ›‘οΈ Security

  19. Trezor warns of suspected crypto-theft implant in hardware wallet

    Trezor warns of a suspected crypto-theft implant in a Trezor Safe 5 sold by reseller CryptoBilis in Southeast Asia. An Indonesian buyer found an extra board with a cellular module and antenna between the main board and screen, apparently able to read the recovery phrase and send it over mobile networks. Trezor has not examined the device, advises moving funds to a new wallet for any CryptoBilis purchase since March 2026, and notes a similar Ledger implant was confirmed.

    bleepingcomputer.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  20. Binance Attacker Used EIP-7702 to Bypass Wallet Controls, Teng Says

    The Defiant reports that Binance co-CEO Yi He's colleague Teng says the attacker in a breach Binance estimates at $6.3 billion used EIP-7702 to bypass wallet controls. Binance is rebuilding its withdrawal service, and attackers destroyed tools and traces during the intrusion. Only the teaser loaded, so the technical detail of the EIP-7702 abuse is not in the available text.

    thedefiant.ioarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  21. Trezor reveals Malaysian reseller sold wallet with spyware

    Trezor says a user reported a Safe 5 wallet bought from Malaysian reseller CryptoBilis in August 2026 with a hidden board between the main board and screen, carrying a cellular module and antenna. The implant allegedly reads the screen, including the wallet backup, and sends it over a mobile network when plugged in. Trezor has not yet examined the device, has dropped CryptoBilis (9 October), and is replacing wallets bought since March 2026.

    protos.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  22. PHP2Shell Attacks Root Palo Alto Firewalls but Fail Against WordPress

    PHP2Shell (CVE-2026-109618 and CVE-2026-109619) has been exploited for over a week. A China-linked group chained it with the Fragnesia Linux kernel privilege escalation to root at least 25 Palo Alto Networks PAN-OS firewalls with exposed management interfaces. Defiant had seen no confirmed WordPress compromise by 28 October 2026 despite 77,000 requests, and Cato and watchTowr report few successful attackers.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  23. elvis (@omarsar0) on X

    Thread by Elvis Saravia (omarsar0) summarising an Anthropic-led paper on pretraining data poisoning of CLI agents. Poisoning 0.1% of pretraining data planted a remote code execution backdoor in Qwen3 models (0.6B, 1.7B, 4B) trained from scratch. It survived SFT, DPO and RL, and fired on about 92% of triggered prompts at 4B. At a 0.0005% poison rate (about 2,500 documents) it still fired on 1.4% of prompts.

    x.comthreadAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  24. In Other News: Anthropic Breach Dispute, UEFI Flaw Hits Most Servers, Cloudflare AI Data Leak

    SecurityWeek's weekly roundup of 30 October 2026 covers CVE-2026-97631, a 16-year-old buffer overflow in TianoCore EDK II that affects PXE network boot on most servers. It also covers a Cloudflare Workers AI cross-tenant leak caused by an SGLang bug, Anthropic's dispute with Cathedral over a bug bounty intrusion, and fake AI bots probing for secrets. Other items include AI-assisted ransomware (Gold Ogre, Aur0ra), the NIK C2 framework, and North Korean IT worker sanctions.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  25. Malicious Claude Code extension on Cursor planted SSH backdoors

    A malicious version 2.1.313 of Anthropic's Claude Code extension was served from Cursor's marketplace for about 11 hours on 29 October 2026, reaching up to 5,000 developers. A JavaScript loader prepended to extension.js added an attacker SSH key, a reverse tunnel and macOS/Windows persistence, and reported to 134.209.82[.]225. Coding errors likely blocked SSH access on many hosts. Cursor removed it and rotated keys; victims should look for an 'svc-telemetry' SSH key.

    bleepingcomputer.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  26. Anthropic Cracking Down on Video Game Rewrites

    A tweet from chasmmmmmmmmmmm says Claude Code received a new rule around 27 October 2026, delivered from Anthropic's servers under the flag "tengu_heron_brook", with no setting to disable it. The quoted rule allows original games, genre games and games from the user's own designs and assets, but forbids recreating a specific existing game, even if renamed. The post asks whether this ends game rewrites and modding, and gives no verification beyond the quoted text.

    twitter.comthreadAdded 31 Oct 2026, published 30 Oct 2026🧠 AI

  27. Lonnie VanZandt (@lonniev) on X

    Tollbooth DPYC's "Secure Courier" is a consent scheme that lets an AI agent act for a Nostr npub at a paid MCP service without holding the user's nsec. The service sends a signed, sealed Nostr direct message, the user replies signed with their nsec and sets an expiry, and the service issues its own grant. The thread contrasts this with central identity providers and CIBA, arguing a breach reaches only grants that service issued.

    x.comthreadAdded 1 Nov 2026, published 30 Oct 2026πŸ›‘οΈ Security

  28. Fresh WordPress Vulnerability in Attackers’ Crosshairs

    A WordPress core race condition in the update process, patched in WordPress 7.1.4 on 28 October 2026, allows unauthenticated remote code execution with high attack complexity. New files unpack into a predictable, web-accessible staging directory. Defiant's Wordfence logged over 18,500 requests for staged setup-config.php paths in 21 hours, with no confirmed compromises. No CVE is assigned yet. The release fixes 22 flaws in total.

    securityweek.comarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  29. Backdoors in official Claude Code extensions

    GossiTheDog's Mastodon post reports that the Anthropic Claude Code Visual Studio extension, as installed in Cursor, contains malware that creates a remote access Trojan on desktops. It links to a phorion.io blog post on the reported compromise of the official Claude Code VSX extension. The post gives no technical detail, indicators or dates itself.

    cyberplace.socialthreadAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  30. Shubham Mishra 🐐 (@shubh6200) on X

    A post relaying Cursor's security advisory: a modified, malicious Claude Code VS Code extension was distributed through the Cursor extension marketplace, affecting at most 5,000 users. Anthropic did not develop that version, and other extensions are not affected. Users of Claude Code in Cursor are told to update to version 2.1.314. The post adds that marketplaces need publisher verification and package integrity checks. It gives no technical detail on the payload.

    x.comthreadAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  31. Trezor Warns CryptoBilis Buyers After Report of Hardware Implant in Safe 5

    Trezor warned buyers of its wallets from reseller CryptoBilis (March 2026 onward) to move funds, after an Indonesian customer reported a hardware implant in a Safe 5 bought in August 2026. The report describes a board with a cellular module between mainboard and screen that reads the wallet backup and sends it over a mobile network. Trezor has not yet examined the device. It found no tampering in four other CryptoBilis units.

    decrypt.coarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  32. Trojanized Claude Code Extension Plants an SSH Backdoor

    Analysis of a trojanized anthropic.claude-code 2.1.313 extension (darwin-arm64), found on Open VSX, with a 66-line loader prepended to extension.js. It adds an svc-telemetry key to authorized_keys, opens a reverse SSH tunnel to 134.209.82.225, sets persistence (LaunchAgent, cron, scheduled task) and sends host recon over HTTP port 8099. Includes IOCs, hashes and response steps; no further payload download was found.

    opensourcemalware.comwriteupPublished and added 30 Oct 2026πŸ›‘οΈ Security

  33. Trojanized Claude Code Extension Delivered Persistent SSH Backdoor to Developer Machines

    The Claude Code VS Code extension anthropic.claude-code 2.1.313 was published on Open VSX on 29 October 2026 with a malicious loader prepended to extension.js. On load it planted an attacker SSH key (svc-telemetry), installed per-OS persistence, opened a reverse SSH tunnel and beaconed host recon over HTTP. Cursor reports at most 5,000 users received it in an 11-hour window. The post gives the timeline, cleanup artifacts and credential rotation steps.

    stepsecurity.iowriteupPublished and added 30 Oct 2026πŸ›‘οΈ Security

  34. Trezor reports suspected hardware implant in Safe 5 sold by CryptoBilis

    Trezor reported a suspected hardware implant in a Safe 5 bought in August 2026 from reseller CryptoBilis via Tokopedia. The alleged implant is a board with a cellular module that reads the screen, including recovery phrases. Trezor has not examined the device and found no tampering in four other units, and it told buyers who purchased from the reseller since March 2026 to move funds.

    theblock.coarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  35. Anthropic security breach exposed salaries and messages, not model weights

    Anthropic security incident in which researchers from the startup Cathedral reached Anthropic's commercial, HR and IT systems through vulnerable third-party administrative applications. Exposed data included salaries, job offers, meeting transcripts and Slack messages; Anthropic says customer prompts, source code and model weights were not accessed. Anthropic cut access the same day and kept the apps disabled until vendors patched. The companies dispute whether Cathedral reported all its activity.

    en.cryptonomist.charticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  36. Trezor hardware implant report: CryptoBilis buyers urged to move funds

    Trezor advised everyone who bought wallets from reseller CryptoBilis since March 2026 to move funds to a new wallet with a new recovery phrase. An Indonesian customer reported a Safe 5 bought via Tokopedia in August 2026 with an extra board holding a cellular module that allegedly sends the wallet backup out. Trezor has not yet examined the device. Ledger separately confirmed tampering on CryptoBilis devices in October 2026.

    en.cryptonomist.charticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  37. Backdoor in Claude Code for VS Code extension on the Cursor Marketplace

    Phorion analyzes a backdoor injected into versions 2.1.312 and 2.1.313 of the official Claude Code for VS Code extension on the Cursor Marketplace. An IIFE prepended to extension.js plants an SSH key, opens a reverse SSH tunnel to 134.209.82[.]225, persists via a fake com.apple.sysmond LaunchAgent and beacons host recon. A macOS systemsetup check bug usually stops SSH from being enabled. The post lists detections and remediation.

    phorion.iowriteupAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  38. rikugan: LLM reverse-engineering agent for IDA Pro and Binary Ninja

    Rikugan is a reverse-engineering agent that runs inside IDA Pro and Binary Ninja. It has its own generator-based agent loop, context management, plan mode and 60+ tools, and does not depend on an external MCP server. An orchestrator spawns parallel subagents to analyze a binary. It supports Anthropic, Gemini, MiniMax, Kimi, OpenAI-compatible endpoints and Ollama, with per-model notes.

    github.comrepoAdded 30 Oct 2026🧠 AI

  39. CVE-2026-98432: Linux TCP Use-After-Free Risk and Patch Validation

    CVE-2026-98432 is a use-after-free in the Linux kernel IPv4 TCP handshake path: a request socket's ireq_opt pointer moves to the child socket as inet_opt and is freed with kfree() while a retransmitted-SYN CPU still reads it under RCU. The fix (commit e3f33b0a1d89) uses kfree_rcu(). The page covers CVSS 9.8 versus vendor scores, Anthropic's MPTCP root-exploit lab demo, per-distribution patch checks, MPTCP listener inventory and detection guidance. The page was truncated before its mitigation section.

    penligent.aiarticleAdded 31 Oct 2026, published 30 Oct 2026πŸ›‘οΈ Security

  40. Rekt - News or Hype?

    Rekt's "News or Hype?" compares four October 2026 AI headlines with their sources. These are Justin Drake's "bunker mode" ECDSA warning, Anthropic's Claude tracing NIST curve seeds to lrand48, OpenAI's agent spending Sepolia ETH from a default-mnemonic account, and Wiz's "AI uncovers" PHP RCE claim of 70% reach. It ends with four questions for checking claims.

    rekt.newsarticleAdded 30 Oct 2026🧠 AI

  41. Muse pdfdetach POC

    The uploader demonstrates a remote code execution exploit chain against Muse, an assistant system that uses the pdfdetach utility to parse PDF attachments. The exploit leverages a path traversal vulnerability during file extraction to drop a malicious shared library and an LD_PRELOAD configuration file.

    youtu.bevideoPublished and added 30 Oct 2026πŸ›‘οΈ Security

  42. API credits benefit for eligible ChatGPT subscriptions

    Simon Willison's 29 October 2026 link post says OpenAI now gives ChatGPT subscribers on $100, $200 and $500 plans an equal amount of monthly API credits for one API organization. It matches the benefit Anthropic announced earlier in October 2026 for Max and Team plans, where the credits expire. Willison holds both subscriptions and says he may ship public demos funded by the credits.

    simonwillison.netarticlePublished and added 29 Oct 2026🧠 AI

  43. SAIL Framework: A Practical Guide for AI Security

    The SAIL Framework from Pillar Security is a seven-phase, lifecycle-oriented method for securing AI systems. The phases are AI policy and safe experimentation, AI asset discovery, AI security posture management, AI red teaming, runtime guardrails, sandboxed execution for agents and MCP servers, and AI activity tracing. It argues for a "Shift Up" approach that protects the business logic AI controls, and it is meant to sit on top of existing standards.

    pillar.securityarticleAdded 29 Oct 2026πŸ›‘οΈ Security

  44. What changed when mobile security stopped being theoretical

    An Oversecured Head of Engineering, coming from 20 years of web work, describes four mobile security risks that became concrete after seeing real production apps. These are old vulnerable binaries that stay installed after a fix, secrets embedded in client code, Keychain/Keystore guarantees that are weaker than assumed with tokens leaking via logs, and deep links or exported components acting as public endpoints. It ends with advice: test the shipped artifact, verify the full data lifecycle, and build server-side containment.

    oversecured.comarticleAdded 29 Oct 2026πŸ›‘οΈ Security

  45. A quiet week in infosec <.<

    Cisco Talos Threat Source newsletter for the week of the PHP and Node.js vulnerability news cycle. It summarises NIK C2, a Go-based Windows implant that dumps credentials, streams keystrokes, deploys screen-locking ransomware and uses a victim's hijacked OpenAI API keys to analyse stolen data. It also lists weekly headlines (CISA KEV PHP bugs, Brotli flaw, Gheist GitHub token theft), Talos links and top malware hashes.

    blog.talosintelligence.comarticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  46. Retrieving from Your Own Mistakes: On-Policy Training of Embedding Models for Multi-Hop Retrieval-Augmented Generation

    On-policy state training is a method for training chain embedding retrievers for multi-hop RAG on the states the encoder itself reaches, including those built on its own wrong retrievals. Each state is labeled with the earliest missing gold passage, other missing gold passages are masked, and updates are contrastive and mixed with teacher-forced states. It retrieves complete evidence more often than teacher-forced training and graph-based systems, and transfers to harder long-chain HotpotQA and 2WikiMultiHopQA variants the authors built.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  47. Understanding and Mitigating Role Spoofing in LLMs

    Understanding and Mitigating Role Spoofing in LLMs is an arXiv paper (October 2026) on role spoofing, a prompt injection where malicious tool output impersonates the user. It shows models track "who said what" using both content cues (semantics, style) and structure cues (control tokens, formatting). Attacks combining fake structure and content succeed often, adversarial training stops only content-based attacks, and linear probes trained to predict conversation roles detect spoofing across settings.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  48. A Unified Hessian-Guided Framework for Post-Training Quantization

    This preprint proposes a unified post-training quantization framework for large language models. It derives a Hessian-guided approximation of the output change caused by joint weight and activation quantization, using a tractable Fisher approximation. Quantization ranges, linear transformations and weight rounding are optimized together under one output-sensitivity objective. The authors report gains over state-of-the-art transformation and rounding methods in channel-wise and block-wise settings.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  49. MAServeBench: Benchmarking Multi-Agent LLM Serving Systems with Hierarchical Collaboration Workloads

    MAServeBench is a benchmark that treats multi-agent collaboration as a configurable dimension of LLM serving workloads. Its composable stages model how agents coordinate and exchange context in documented multi-agent workflows, and Hierarchical Semantic Traces record operations and dependencies for reproducible comparisons. Task-linked measurements tie workloads to GPU/NPU behavior, showing serving efficiency does not always mean timely task completion. Code is released.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  50. Benchmarking color judgment in multimodal LLMs with CIE-computable ground truth

    A five-task benchmark tests multimodal LLM color judgment against CIE colorimetric ground truth: AWB pair judgment, skin-tone bias direction, CCT estimation, Delta E 2000 pair ordering, and color naming under changing illuminants. Eight endpoints were tested. On ColorChecker-24 stimuli, closed frontier models reach CCT MAE of 715-1056 K versus 1358-2133 K for open-weight models, and a non-ColorChecker control shows this gap is partly template-dependent.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  51. [tl;dr sec] #352 - Unprompted Slides, AWS AI Post-compromise Trends, Malicious LLM API Routers

    tl;dr sec #352 is a security newsletter issue covering [un]prompted talks (AI-assisted firmware patching, a "Security Constitution" for finding cloud design flaws), Azure API Connections cross-tenant bugs worth $200,000, and a test of 14 LLMs given AWS keys. It also covers a paper on malicious LLM API routers (9 of 428 injecting code) and Datadog's "counterfeit policy" bypass of the Jev classifier.

    tldrsec.comarticleAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  52. Quasi-polynomial time algorithms for block basis reduction of linear codes

    Kolesnikov and Novoselov give block basis reduction (BKZ) algorithms for linear codes that need polynomial or quasi-polynomial numbers of calls to a minimum weight codeword oracle at fixed block size. The earlier Ghentiyala and Stephens-Davidowitz bounds are exponential. The paper adds a truncated BKZ and a DeepBKZ variant, with an implementation for block sizes 2 to 24 and approximation-factor estimates on random codes.

    eprint.iacr.orgpaperAdded 31 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  53. CISA warns of Fragnesia Linux flaw chained in PHP2Shell attacks

    Fragnesia (CVE-2026-46300) is a Linux kernel XFRM ESP-in-TCP logic bug in the Dirty Frag class that gives local attackers root, with a public PoC. CISA added it to the KEV catalog and ordered federal patching under BOD 26-04. Attackers chain it with PHP2Shell (CVE-2026-109618, CVE-2026-109619) to implant PHP webshells. Dream Security tied the chain to 25 rooted servers in the US, Japan, Taiwan and South Korea.

    bleepingcomputer.comarticleAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  54. Adobe, Veeam, Juniper Networks Patch Critical Vulnerabilities

    SecurityWeek roundup of patches from Adobe, Veeam and Juniper Networks covering over three dozen vulnerabilities. Adobe fixed 12 flaws (eight critical in Campaign Classic), Veeam fixed nine (including a cross-tenant RCE in Backup for Microsoft 365), and Juniper fixed 18 in Session Smart Router and Conductor. None were reported exploited. Juniper said CVE-2026-109618 (PHP2Shell) affects Junos OS but is not exploitable there.

    securityweek.comarticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  55. Cloudflare DDoS Threat Report 2026 Q3: More swarms, fewer giants

    Cloudflare DDoS Threat Report 2026 Q3 covers July to September 2026, with 18.2 million network-layer attacks and 14.4 trillion HTTP DDoS requests mitigated. Short attacks under 10 minutes and 1 Gbps rose 208%, while attacks above 1 Tbps fell from 805 to 251 after law enforcement took down the Aisuru, KimWolf, JackSkid and Mossad botnets. CLDAP floods collapsed 99.5% as DNS amplification rose 215%. The United States became the most-attacked country again.

    blog.cloudflare.comarticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  56. A Quantitative Evaluation of Constant-Time Analysis Tools

    AutoBench-CT is a modular benchmark for constant-time analysis tools, with manually verified per-violation ground truth across 64 cryptographic tasks. It scores seven tools on operational performance, detection quality and usability. The authors explain why CT-grind (2010) is still the most used tool, list recurring limitations across tools, and propose a composite pipeline for stronger constant-time guarantees. Accepted at ACSAC 2026.

    eprint.iacr.orgpaperAdded 31 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  57. Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5

    Gemini 4 Carbon scores 59 on Artificial Analysis Intelligence Index v5 (published 28 October 2026), the top score, with #1 on 4 of 9 evaluations including HLE-Diamond and AA-Omniscience. On the Coding Agent Index it scores 59 with Antigravity CLI, 3 points behind Claude Code with Claude Opus 5.5 (62). Cost is $7.76 per task, versus $10.04 for Opus 5.5. Rollout is limited to selected users.

    artificialanalysis.aiarticleAdded 30 Oct 2026, published 29 Oct 2026🧠 AI

  58. NIK C2: The new AI-enabled command-and-control framework

    NIK C2 is a newly observed C2 framework with a Go-based 64-bit Windows implant that embeds an OpenAI Chat Completions client (ai_generate command), falling back to the victim's OPENAI_API_KEY. Talos details its 52+ commands, AES-256-GCM over WebSocket with HTTP fallback, credential, wallet and keystroke theft, screen-lock ransomware, AMSI bypass and anti-debug. It also lists a live C2 at 87.120.196[.]120 and total-sitevv[.]lol.

    blog.talosintelligence.comwriteupPublished and added 29 Oct 2026πŸ›‘οΈ Security

  59. Wagyu Confirms Data Leak Exposing Monero Swap Records

    Wagyu, a Monero swap service, confirmed a data leak after Hudson Rock found 4,580 orders in exposed records. The records link public-chain deposit transactions to Monero destination addresses and client IP addresses, which undoes the privacy a swap into Monero is meant to give. The fetched page held only the headline and subhead, so the cause, timeline and remediation are not covered.

    thedefiant.ioarticlePublished and added 29 Oct 2026πŸ›‘οΈ Security

  60. Optimality and Efficiency of Higher-Order Rank-Based Side-Channel Attacks against Inner Product Masking Schemes

    HO-ASPA (Higher-Order Adjusted Spearman Coefficient Analysis) is a rank-based, non-profiling side-channel distinguisher. The paper derives its optimal form against two-share Boolean masking and inner product masking under Hamming weight and LSB leakage. It finds no significant gap between higher and lower orders for HO-ASPA, unlike HO-CPA, and reports that it beats Kruskal-Wallis-based attacks in simulated and real-world experiments.

    eprint.iacr.orgpaperAdded 31 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  61. What is an AIBOM? AI bill of materials explained for security teams | Endor Labs

    An AIBOM is a machine-readable inventory of models, datasets, dependencies, AI services, agents and MCP servers, with evidence of origin, license, integrity and evaluation. The Endor Labs explainer walks through a worked CycloneDX example for a fine-tuned support assistant. It compares CycloneDX ML-BOM, SPDX 3.x, the OWASP AIBOM project and the May 2026 CISA/G7 guidance, and lists what an AIBOM cannot show: runtime behavior and agent actions.

    endorlabs.comarticlePublished and added 29 Oct 2026🧠 AI

  62. Dark Web Intelligence (@DailyDarkWeb) on X

    DailyDarkWeb post summarising Anthropic Frontier Red Team research published 27 October 2026. An unreleased internal Claude research model built five attack chains: Chrome sandbox escape (V8 heap bug, CacheStorage race, FedCM use-after-free), a Safari same-origin policy bypass, data extraction from a locked Pixel 9 over USB, a Windows QUIC kernel crash (CVE-2026-33096) and zero-click Linux root via multipath TCP (CVE-2026-98432). Anthropic says all flaws are fixed, including 62 Chrome CVEs as of Chrome 156. The post notes the chains are not independently reproduced.

    x.comthreadAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  63. DICE: Decentralized Incentive-driven Federated Learning for Efficient & Scalable Customization of Pretrained Models in Web3

    DICE is a blockchain-powered federated learning (BCFL) algorithm for customizing large pretrained models among untrusted Web3 participants. It combines dynamic progressive learning and model slice verification, so hardware-limited participants can train part of the model, with a tree-structured committee consensus protocol and an efficiency-driven incentive scheme to scale to more data holders. Experiments cover vision and language models.

    arxiv.orgpaperAdded 31 Oct 2026, published 29 Oct 2026🧠 AI

  64. Cryptography and Security Papers (@FSFG) on X

    PrivacyEvalClaw is a tool-augmented deliberative agent that audits privacy leakage in LLM jailbreak responses. The paper is by Krishna Kanth Nakka and co-authors, and it was accepted to AACL-IJCNLP 2026 (arXiv 2610.36711, cs.CR). The tweet gives only the title, authors and venue, so the method and results are not described.

    x.compaperAdded 30 Oct 2026, published 29 Oct 2026πŸ›‘οΈ Security

  65. Cryptography and Security Papers (@FSFG) on X

    PrivacyEvalClaw is a tool-augmented deliberative agent for auditing privacy leakage in LLM responses produced under jailbreak prompts. By Krishna Kanth Nakka and five co-authors, the paper is on arXiv (cs.CR) and accepted to AACL-IJCNLP 2026. The fetched post gives only the title, authors and venue, so method details and results are not available here.

    x.compaperAdded 30 Oct 2026, published 29 Oct 2026🧠 AI

  66. Leak Exposes 41,000 Homeland Security Workers–Including Undercover ICE Agents

    Icepick is a leaked archive of records on more than 41,000 Department of Homeland Security employees and contractors, published by Distributed Denial of Secrets in 2026 and said to come from DHS's Okta login system. WIRED's analysis covers CBP, ICE, HSI, USCIS and CISA staff, plus over 55,000 permission groups that reference undercover programs, Palantir Falcon, PenLink, Signal and Mobile Fortify. Okta says it has no evidence of compromise.

    wired.comarticleAdded 29 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  67. CVE-2026-101767: Critical Oracle EBS SQL Injection Actively Probed in the Wild

    CVE-2026-101767 is a CVSS 9.8 unauthenticated SQL injection in Oracle E-Business Suite's Application Object Library, reachable through the /OA_HTML/AppsTCFServer servlet (GanttDataServer) and chainable to OS command execution. It affects versions 12.2.3 to 12.2.15 and was fixed in the October 2026 Critical Patch Update. Horizon3.ai found it, and Defused saw probing on honeypots on 27 October 2026. Interim mitigation is removing the servlet from the URL firewall allowlist.

    orca.securityadvisoryPublished and added 28 Oct 2026πŸ›‘οΈ Security

  68. Why Agents Love Supabase

    Latent Space podcast episode with Supabase founders Paul Copplestone and Ant Wilson on why frontier models pick Supabase first for app backends. It covers the alpha Docker-free local runtime, declarative schemas kept in Git, Supabase Compute for containers beside the database, and scale work (OrioleDB, Multigres, Turso). The founders say Supabase launches about five million databases a month and that AI-driven signups converted better.

    latent.spacetalkPublished and added 28 Oct 2026🧠 AI

  69. Treasury Sanctions Russians, North Koreans supporting DPRK IT Worker Fraud

    Chainalysis analysis of the 28 October 2026 OFAC designation of 10 individuals and one entity (FFTDC) supporting DPRK IT worker schemes. It traces on-chain flows from a DPRK developer wallet through sanctioned consolidation addresses to Russian converters Obertas and Boykov, then to Garantex. It also covers Alis, Amnokgang and Chinyong links and DPRK use of generative AI and deepfakes in hiring.

    chainalysis.comarticlePublished and added 28 Oct 2026πŸ›‘οΈ Security

  70. OpenAI Plans to Buy Google's AI Chips as It Looks Beyond Nvidia: Report

    Decrypt reports, citing The Information, that OpenAI plans to buy Google TPUs rather than rent them, to reduce dependence on Nvidia. Neither company has confirmed, and price, volume and timing are undisclosed. The article covers OpenAI's TPU optimization job listing, its Broadcom-built JalapeΓ±o inference chip due end of 2026, Nvidia and AMD deals, and Anthropic's multi-gigawatt TPU agreement.

    decrypt.coarticlePublished and added 28 Oct 2026🧠 AI

  71. Laban (@lunkertw) on X

    An X post summarising five AI items: Google DeepMind's Gemini 4 Carbon (88.2% SEC-bench Pro, 54.8% ExploitGym, 71.0% CWE-bench, 59 on Artificial Analysis Intelligence Index v5.0), Ed Zitron's critique of Anthropic's S-1, a Utah Claude Code pilot, and the repos beenuar/AiSOC and expo/skills. In the Utah pilot, 34 developers in 10 agencies took part over four weeks, 80% had a working setup within 30 minutes, and 71% saved over 20 hours. It gives short summaries and links, not primary analysis.

    x.comthreadAdded 29 Oct 2026, published 28 Oct 2026🧠 AI

  72. Quantize by Doing: Task-Guided Mixed-Precision Quantization of Vision-Language-Action Models

    QbD-VLA is a mixed-precision post-training quantization method for vision-language-action models. It uses task success from short closed-loop evaluations to assign weight and activation bit widths, accounting for interactions between components. On four VLA models across all four LIBERO suites it holds task performance at about 4-bit weights and under 6-bit activations. The gain on SIMPLER is small. On a Franka Research 3 arm, X-VLA shows no detected loss, but Ο€0.5 fails.

    arxiv.orgpaperAdded 30 Oct 2026, published 28 Oct 2026🧠 AI

  73. Secure Transaction Verification and Authorization (STVA)

    Secure Transaction Verification and Authorization (STVA) is a draft Standards Track ERC (created October 2026) by @MATOBOYCRYPTO65. It proposes structured human-readable metadata and semantic intent for transactions and UserOperations, an independent simulation and verification interface, and scoped, revocable capability tokens for privileged operations. It targets blind signing and frontend supply-chain attacks, citing the February 2025 Bybit Safe multisig theft. The page gives only the abstract, motivation and core concepts.

    ethresear.chpaperPublished and added 28 Oct 2026πŸ›‘οΈ Security

  74. AI Can Quietly Influence Experts’ Decisions, Anthropic Study Finds

    Decrypt reports an Anthropic Alignment team experiment in which 50 professional analysts used Claude Code to advise a fictional farming cooperative. Analysts adopted the agent's hidden, coin-flip-assigned lean on 86% of four analytical decisions (about 50% expected by chance), 77% repeated its arguments, and 15% credited it. Anthropic notes the lean was amplified and tested on one task, field and model, and suggests agents that argue both sides or ask the expert first.

    decrypt.coarticlePublished and added 28 Oct 2026🧠 AI

  75. Managed for Malice: How Attackers Turn MDM into Remote Access

    Huntress describes two incidents where attackers enrolled victims in attacker-controlled MDM tenants (Hexnode and Rippling) and used them to push ScreenConnect as SYSTEM. One began with a fake DocuSign MSI that bundled Hexnode; the other with a fake Teams calendar link leading to Rippling enrollment. Removing ScreenConnect did not stop reinstalls. The post lists IOCs, a detection chain and mitigations.

    huntress.comwriteupPublished and added 28 Oct 2026πŸ›‘οΈ Security

  76. Session-Bound Behavioral Watermarking for Autonomous LLM Agents

    AgentAnchor is a session-keyed behavioral watermark for attributing LLM agent trajectory logs to an owner. It derives per-step keys from a secret key, a fresh public session ID and semantic observation states, and embeds parity evidence through a KL-bounded exponential tilt. The paper formalizes learned cross-session forgery, and a trusted verifier checks disputed logs using wrong-key calibration and abstention.

    arxiv.orgpaperAdded 30 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  77. Session-Bound Behavioral Watermarking for Autonomous LLM Agents

    AgentAnchor is a session-keyed behavioral watermark that lets an agent owner prove ownership of a trajectory log. Each step key comes from a secret key, a fresh public session identifier and semantic states of recent observations. Parity evidence is embedded through a KL-bounded exponential tilt of action choices. A trusted verifier checks disputed logs without rerunning the agent, using wrong-key calibration and abstention. The paper also formulates a learned cross-session forgery threat.

    arxiv.orgpaperAdded 30 Oct 2026, published 28 Oct 2026🧠 AI

  78. Quoting Terk Terkowitz

    Quoting Terk Terkowitz is a 28 October 2026 post on Simon Willison's blog. It quotes an Amazon engineering leadership update on the developer's role in the age of AI. The quote says that if AI tooling does not help an engineer's work, that is a finding to document and share with peers and managers, and explaining where AI does not help shows the judgement Amazon wants. The post gives only the quote, not the full memo.

    simonwillison.netarticlePublished and added 28 Oct 2026🧠 AI

  79. The future of the firm

    "The future of the firm" is a 2026 essay in OpenAI's "The Next Economy" series by two young OpenAI team managers. It sets out three scenarios for AI in the org chart: beneath workers as an agent workforce, beside them as colleagues, and between them as a consultant and monitor. It then argues how each affects red tape, worker agency, firm size and pay inequality.

    openai.comarticlePublished and added 28 Oct 2026🧠 AI

  80. [AINews] Anthropic ends Coding Interviews: "Hunger beats tenure"

    AINews issue of 28 October 2026 from Latent Space. It leads with Felix Rieseberg's post on why Anthropic dropped coding interviews ("Hunger beats tenure"). It then recaps Genie 4, Axiom's Lean formalization of CFSG, claimed ETH refutations by OpenAI and Anthropic, Artificial Analysis Index v5, FrontierCode 2.0, Liquid LFM3, the Qwen3.8 phone-home dispute, and Anthropic's S-1. Reddit recaps are included; the page was truncated before the end.

    latent.spacearticlePublished and added 28 Oct 2026🧠 AI

  81. Post-Training Large Language Models with LLMON

    LLMON (LLM Object Notation) is a framework that separates instructions from data and requires explicit identifier-based execution. The authors post-train Granite-4.1 3B and 8B base models with SFT then RL on a 4.6B-token structured corpus covering general, RAG and tool-calling data, with distractor variants. Attack success rates on indirect prompt-injection benchmarks fall from 53-100% to 0.02-5.6%, and general capability is preserved. Attention-based metrics diagnose failures per transformer layer.

    arxiv.orgpaperAdded 30 Oct 2026, published 28 Oct 2026πŸ›‘οΈ Security

  82. Post-Training Large Language Models with LLMON

    LLMON (LLM Object Notation) is a framework that separates executable instructions from passive data and requires explicit identifier-based execution. The paper post-trains Granite-4.1 3B and 8B base models on a 4.6B-token corpus of general, RAG and tool-calling data with distractor variants, using SFT then RL. Attack success rates on indirect prompt-injection benchmarks fall from 53-100% to 0.02-5.6%, with general capabilities preserved. It also adds attention-based per-layer diagnostics.

    arxiv.orgpaperAdded 30 Oct 2026, published 28 Oct 2026🧠 AI

  83. Early progress on accelerating drug development with Claude

    Anthropic's life sciences update describes research partnerships with six drug developers (BigHat, Bristol Myers Squibb, Divergence Labs, Enveda, Generate Biomedicines, The Column Group) and its own Mithril Medicine programs. Reported results include about 35,000 antibody designs in a month, 1,010 lead variants tested in 10 weeks, and an 89% cut in manufacturing-document review time. Work is mostly preclinical.

    anthropic.comarticleAdded 28 Oct 2026, published 27 Oct 2026🧠 AI

  84. Statistical Detection of Positional Bias in LLM-Based Recommender Systems: Methodologies and Empirical Evidence

    The paper proposes POB-ICM (contingency matrix with Chi-square independence testing) and POB-UNBP (a uniformity null model under permutation-based evaluation) to detect positional bias in top-1, single-turn LLM recommenders. On a RAG product-recommendation testbed with 2000 queries and 20 permutations each (40,000 instances), both methods reject positional independence in all evaluated models. Three metrics quantify the effect, and the bias persists across candidate-set size and temperature. Code is public.

    arxiv.orgpaperAdded 30 Oct 2026, published 27 Oct 2026🧠 AI

  85. Survival LLM: AI assistant and emergency library that runs on your own computer

    Survival LLM is a free, open-source desktop app for macOS (Apple Silicon) and 64-bit Windows that runs an AI model and an offline emergency library on the user's computer. It checks the machine's memory, downloads a fitting model, and answers from sources such as Wikipedia, WikiMed, Ready.gov and CDC guidance, citing each article. Users can add their own files; version 0.3.2 is dated October 2026.

    brangus.iotoolAdded 28 Oct 2026, published 27 Oct 2026🧠 AI

  86. How Anthropic ships Claude with Claude: Separating the Brain from the Hands

    Latent Space episode with Katelyn Lesse (engineering) and Angela Jiang (product) of Anthropic, recorded the day after the Claude Opus 5.5 launch. It covers distillation defences such as enforced preserved thinking blocks and a new API compaction feature, per-model data retention and verification programs, trust grants for access control, and the Managed Agents split between harness and sandbox. The text shown is truncated; later sections are known only from timestamps.

    latent.spacetalkPublished and added 27 Oct 2026🧠 AI

  87. How Anthropic ships Claude with Claude: Separating the Brain from the Hands

    Latent Space episode with Katelyn Lesse and Angela Jiang of Anthropic, recorded after the Claude Opus 5.5 launch. It covers distillation defences (enforced preserved thinking blocks, a compaction feature for harness maintainers), trust-grant authorization for gated model access, and the Managed Agents split between harness and sandbox, where credentials are held outside the sandbox and attached through a proxy. Only the first third of the transcript was available.

    latent.spacetalkPublished and added 27 Oct 2026πŸ›‘οΈ Security

  88. How Anthropic ships the #1 LLM in the World safely: Separating the Brain from the Hands

    Latent Space episode with Katelyn Lesse and Angela Jiang on the engineering behind the Claude Platform. Topics include the Claude Opus 5.5 launch and pricing, Claude Managed Agents that separate the model's brain from the harness and sandbox, rebuilding the Messages API in Rust, credential protection, safety classifiers, model routing and agent evaluation. The page lists show notes and timestamps only, with no transcript.

    latent.spacetalkPublished and added 27 Oct 2026🧠 AI

  89. Know, then Draw: A New Learning Paradigm for Visual Generation

    Know, then Draw is a learning paradigm for visual generation that uses autoregressive pretraining to acquire semantic knowledge and diffusion post-training for high-fidelity rendering. Controlled comparisons find autoregression the stronger pretraining objective, and semantic quality matters more than AR-only generation quality. This motivates a purely semantic tokenizer trained with language supervision only. A 3B text-to-image model trained in 6,600 H100 GPU-hours scores 86 on GenEval and 87 on DPG-Bench.

    arxiv.orgpaperAdded 28 Oct 2026, published 27 Oct 2026🧠 AI

  90. VideoLVR: Latent Visual Reasoning over Grounded Video Evidence

    VideoLVR is a method that lets video multimodal LLMs build latent visual evidence from local regions at relevant moments and reason over it interleaved with text tokens. A visual token prediction objective, defined over a vocabulary derived from the input video, supervises the latents. It extends to reinforcement learning with sampled visual tokens as actions and final-answer rewards, and improves fine-grained video benchmarks without much context growth.

    arxiv.orgpaperAdded 28 Oct 2026, published 27 Oct 2026🧠 AI

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