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  1. Weekly Research Brief: Binance Hacked; Hyperliquid on Wall Street; Prediction Markets’ Brazil β€˜Miss’

    Galaxy Research's weekly brief of 30 October 2026 opens with the Binance hack: about $6.3b drained across 10 blockchains, attributed by TRM Labs and Chainalysis to TraderTraitor (Lazarus-linked). The attacker used EIP-7702 with 50 pre-signed authorizations on Ethereum, and Binance's preliminary finding is a compromised DevOps laptop reaching a service container. Tether and Circle froze about $2.6b. The other sections cover Hyperliquid and prediction markets.

    galaxy.comarticleAdded 30 Oct 2026πŸ›‘οΈ Security

  2. Here We Go Again: Binance Loses $6.3b in Largest Robbery in History

    Galaxy Research newsletter on the roughly $6.3b drained from Binance across 10 blockchains, which TRM Labs and Chainalysis attribute to TraderTraitor. On Ethereum the attacker used EIP-7702 to turn a hot wallet into a sweeper contract backed by 50 pre-signed authorizations. Binance's preliminary finding is a compromised DevOps laptop, with no wallet key leak. Tether, Circle, Ripple and World Liberty froze about $2.7b; Galaxy also assesses Binance's ability to cover losses.

    galaxy.comarticleAdded 30 Oct 2026πŸ›‘οΈ Security

  3. Artificial Analysis (@ArtificialAnlys) on X

    Hyperflow H3 is Video Rebirth's 8-step LoRA for MiniMax H3, released in September 2026 with open weights. Artificial Analysis ranks it #5 on AA-Video-I2V v2.1 and #3 on AA-Video-Editing v1.1, ahead of MiniMax H3 (768p). It costs $9.00 per minute for Image to Video and $18.00 for Video Editing at 1088p, under half of Dreamina Seedance 2.5 ($34.12 and $40.82). The thread gives per-capability and per-use-case breakdowns.

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

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

    Interconnects post in which Nathan Lambert revisits his claim that an open-weight release of Claude Mythos in April 2026 would have been survivable. He argues GLM-5.3 already crosses that capability threshold with little visible harm. He cites Epoch AI's GLM-5.3 Firefox file-exfiltration exploit and Joshua Saxe's trend data, and says recent vulnerability waves come mostly from closed models and general AI diffusion.

    interconnects.aiarticlePublished and added 30 Oct 2026πŸ›‘οΈ Security

  5. CISA says max severity GitLab flaw now exploited in the wild

    CVE-2026-97229 is a maximum-severity GitLab flaw in the CI/CD Regular Expression Compiler, caused by an integer overflow, that lets unauthenticated attackers run code via a crafted regular expression. CISA added it to the KEV Catalog and ordered federal agencies to patch under BOD 26-04. GitLab fixed it in CE/EE 19.4.2, 19.3.5 and 19.2.8, and Shadowserver tracks about 2,800 exposed CE instances.

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

  6. Max-Severity GitLab Vulnerability Exploited Against Alpine Linux

    CVE-2026-97229 is a CVSS 10 code execution flaw in Onigmo, Ruby's regular expression engine, reachable through crafted CI/CD configuration in GitLab. Attackers used it against Alpine Linux's GitLab on 20 and 21 October 2026 and failed; Alpine rebuilt the instance and found no tampering with aports or packages. Self-managed installs with their own Ruby need Ruby 3.3.13, 3.4.12 or 4.0.9, not just GitLab 19.3.6. CISA added it to KEV.

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

  7. 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

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

    Rikugan is an open-source reverse-engineering agent that runs inside IDA Pro 9.0+ and Binary Ninja, with its own agent loop instead of an MCP server. It has 60+ tools (decompiler, xrefs, strings, types, IL/microcode), parallel subagent exploration, an experimental /modify natural-language patching command and an experimental Binary Ninja deobfuscation skill for control flow flattening and opaque predicates. It supports Claude, Gemini, MiniMax, Kimi, OpenAI-compatible endpoints and Ollama.

    github.comrepoAdded 30 Oct 2026πŸ›‘οΈ Security

  9. Artificial Analysis (@ArtificialAnlys) on X

    Artificial Analysis launched an HLE-Diamond leaderboard in v5 of its Intelligence Index, covering the refined 1,000-question Humanity's Last Exam from CAIS and Scale AI. Each question runs once without tools, graded by GPT-5.6 Luna (medium) as pass@1. Gemini 4 Carbon (high) leads at 69%, Claude Opus 5.5 (max) scores 68%, and the top open weights model, Kimi K3.1 Pro, reaches 37%.

    x.comthreadPublished and added 30 Oct 2026🧠 AI

  10. 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

  11. Fake crypto app on Apple App Store linked to $23K wallet theft

    Padre Terminal, a fake Solana meme-coin trading app on the Apple App Store, drained about $23,000 from 27 Solana wallets after users imported private keys, per blockchain investigator Iris. The app has been removed, but the drainer stayed active; Iris traced funds to two attacker wallets holding 229.66 SOL. Iris also flagged four other suspected impersonator apps (Axiom Pro: Focus, GMGN AI, HyperTerminal-HyperliquidTools, Pump Fun Tokens & Analitycs).

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

  12. Hackers exploit Cisco SD-WAN flaw to deploy custom KeyDrift malware

    UAT-11473, a newly tracked APT cluster, exploits CVE-2026-20127, a max-severity authentication bypass in Cisco Catalyst SD-WAN Controllers (patched February 2026), to deploy the KeyDrift malware framework. KeyDrift's PolyFlame runs inside vdaemon processes, and LittleFilch hooks SSL_read to extract AES-256 IPsec keying material, saved to /var/tmp/vdaemon.bin and sent over UDP. Targets include space, defense and policy organizations. Talos sees overlap with Volt Typhoon's Silent Train network but makes no definitive link.

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

  13. Can Frontier Models See Past a Decoy? Elorian Tests Visual Reasoning

    DecoyCount is a benchmark from Elorian and Mercor with 1,660 items that tests whether models count objects or fall back on visual shortcuts. Frontier models scored below 50%: GPT-6 Astra led with 43.17%, ahead of Gemini-3.8-flash (32.71%), Qwen3.8-max (28.31%) and Claude-Fable-5.1 (25.22%). CEO Andrew Dai says Elorian's Glimpse model scored 50.48% in a single internal run without tools, and contrasts visual reasoning with world models such as Atlas and Genie 4.

    latent.spacearticleAdded 28 Oct 2026, published 29 Oct 2026🧠 AI

  14. Decompose, Estimate, Select: Coverage-Aware Context Construction for Long-Form RAG

    Decompose, Estimate, Select is a coverage-aware retrieval pipeline for long-form RAG. It splits a query into subquestions, ranks candidates with a coverage-trained bi-encoder, predicts a document-by-subquestion coverage matrix with a cross-encoder, and picks documents by greedy maximum-marginal coverage. On TREC RAG 2024, Ξ±-nDCG@10 rises from 0.625 to 0.702 (gold-nugget bound 0.718). A grounded self-feedback loop raises V_strict by 0.086 over two passes.

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

  15. M-PFT: Angular Margin for Calibrated Prompt-Tuning of Fine-Tuned Vision-Language Models

    M-PFT is an angular-margin method for prompt tuning of vision-language models that fixes base-to-novel dual miscalibration (underconfidence on base classes, overconfidence on novel classes). It adds two losses: minimizing the maximum cosine similarity between tunable class embeddings, and minimizing angular distance to each zero-shot embedding. Tests on 9 prompt-tuning methods and 15 datasets show lower novel-class calibration error at comparable accuracy and negligible overhead.

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

  16. The OpenSourceMalware Show #27

    The OpenSourceMalware Show #27 (28 October 2026) is a podcast episode with transcript. It covers the Brotli decoder bug (CVE-2026-111497) vendored in C code across Python, Rust and PHP, and how to find copies via decode.c. It also covers the LiteLLM v1.107.0 compromise from an unrevoked admin key and a relaxed release control, and the MALFEX npm campaign hiding payloads in PNG-header files, plus an AGENTS.md lure and DPRK fake fonts in TTF/OTF.

    opensourcemalware.comtalkPublished and added 29 Oct 2026πŸ›‘οΈ Security

  17. Introducing AnySpeechRecognizer and AnyDecisionModel: Open Models for Speech and Decisions on Apple Platforms

    AnySpeechRecognizer and AnyDecisionModel are two Swift packages from Hugging Face. The first mirrors Apple's SpeechAnalyzer API with swappable engines (NVIDIA Parakeet, Alibaba Qwen3-ASR on Core ML) and adds Sortformer speaker diarization. The second returns typed yes/no, choice and score answers with probabilities via MLX, Core AI, llama.cpp, Jev or Ollama. The post gives M4 Max timings, model sizes and calibration options.

    huggingface.coarticlePublished and added 29 Oct 2026🧠 AI

  18. Big Bull (@BIGBULLapp) on X

    clauth is a Rust terminal UI for Claude Code that combines multi-account switching with a live 5h / 7d usage monitor. A fallback chain moves the user off an exhausted account before Claude Code blocks. It supports Pro, Max, Team and Enterprise OAuth accounts and custom API endpoints on Linux, macOS and Windows. The post notes that auto-switching means the tool decides when accounts change.

    x.comtoolAdded 30 Oct 2026, published 28 Oct 2026🧠 AI

  19. Endor Labs AI SAST Finds Two Apache Kafka Zero-Days: Unbounded Memory Allocation from Brokers to Kafka Streams | Endor Labs

    Endor Labs AI SAST found three unbounded memory allocation flaws in Apache Kafka, fixed under CVE-2026-114349 (DefaultRecord decoder, a ~90-byte compressed batch that kills consumers, brokers and the log cleaner) and CVE-2026-111551 (ListDeserializer and Kafka Streams AssignmentInfo decoding). The post gives code, reproducers and payload bytes. Remediation: upgrade to 4.2.2, 4.3.2 or 4.4.0, set max.decompressed.message.bytes, restrict write and group ACLs, and alert on DeadThreadCount.

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

  20. GitHub Universe 2026: Evolving every layer of the stack

    GitHub Universe 2026 recap in which GitHub presents its agentic software delivery vision and new Copilot products: the Copilot app, Copilot Fusion multi-model routing, Copilot projects, session continuity, automations that learn from outcomes, and code review Max. GitHub Enterprise customers can use all Copilot features without a separate subscription. GitHub also reports added capacity, a multi-region Azure migration and a redesigned Git architecture.

    github.blogarticleAdded 29 Oct 2026, published 28 Oct 2026🧠 AI

  21. Dayjob: Tax – evaluating AI agents on 50 professional tax assignments

    DAYJOB: Tax is Surge AI's benchmark of 50 professional tax assignments across eight practice areas, with 1,789 workspace files such as returns, K-1s, ledgers and IRS notices. Claude Sonnet 5.5 leads at a 10.8% pass rate (pass@1, 95% rubric threshold), ahead of Claude Fable 5.1 (9.6%) and Claude Opus 5.5 (9.2%). Case studies show agents missing deadlines and unverified marital-status assumptions.

    surgehq.aiarticleAdded 29 Oct 2026, published 28 Oct 2026🧠 AI

  22. [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

  23. PHP2Shell: Exploitation Attempts and Remediation Trends

    Wiz Research follow-up on PHP2Shell (CVE-2026-109618, CVE-2026-109619) after the 21 October 2026 disclosure. Honeypot data shows two variants of an open source exploit kit, one stopped by post_max_size and the other by failed memory leaks and worker pinning, plus PHP2Shell-branded tools that rely on session poisoning and LFI. Daily exposed vulnerable machines fell about 67%.

    wiz.ioarticlePublished and added 27 Oct 2026πŸ›‘οΈ Security

  24. HPE Patches Dozens of Critical Flaws in Networking Products

    HPE released patches for 72 vulnerabilities in the AOS-8 and AOS-10 wireless operating systems of its Aruba networking products, including 33 critical flaws. Eight max-severity bugs (CVE-2026-79844 to CVE-2026-79851) allow unauthenticated RCE, authentication bypass and arbitrary command execution. Fixes are in AOS 8.10.0.24, 8.13.3.1, 10.4.1.14, 10.7.2.7 and 10.8.1.2. HPE reports no exploitation in the wild and advises restricting management interfaces to a dedicated VLAN.

    securityweek.comarticlePublished and added 27 Oct 2026πŸ›‘οΈ Security

  25. AxisQ: Depth-Adaptive Channel--Frequency Quantization for Camouflaged Object Detection

    AxisQ is a post-training quantization framework for camouflaged object detection (COD) that allocates activation bits by feature depth. It uses the channel domain for shallow features and the local-frequency domain for deep features, under a fixed per-layer average bit budget. It adds a boundary-aware Hessian approximation for reconstruction. On CAMO at W2A2, weighted F-measure improves 12.7% for CFRN and 33.3% for CamoFormer-P over the strongest baselines.

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

  26. Measuring Users' Security and Privacy Concerns About Third-Party Community Bots on Discord

    Measurement study of 23,102 third-party Discord bots and 183,142 user reviews (2021-2026, 49 languages). A fine-tuned DeBERTa classifier plus manual validation yields 8,832 security and privacy reviews, mapped to a 31-theme taxonomy; Data Sharing (30.5%) and Data Collection (16.2%) dominate. Permission count and admin status correlate only weakly with user concerns. The authors build BotLens, an MCP-server auditing framework with six tools.

    arxiv.orgpaperAdded 28 Oct 2026, published 27 Oct 2026πŸ›‘οΈ Security

  27. OpenAI Launches GPT-6.1 Terra, Its Half-Good AI Model at Half the Price

    GPT-6.1 Terra is OpenAI's mid-tier model, released 26 October 2026 with standard API prices 50% below GPT-5.6 Terra. At low reasoning effort its factual error rate on an internal test fell from 53.6% to 16.7%, and at maximum effort it solved 50.3% of Terminal-Bench 4.0 tasks versus 21.5%. It is available in ChatGPT Work and Codex and as gpt-6.1-terra. All figures are OpenAI's own.

    decrypt.coarticlePublished and added 26 Oct 2026🧠 AI

  28. The SI Maximalist (@thesimaximalist) on X

    The SI Maximalist posts on X that OpenAI says GPT-6.1 Terra matches GPT-6 Astra on Agents' Last Exam, OpenAI's test of workplace software tasks, at one tenth of the token price. The model is available in ChatGPT Work, Codex and the API. The post only relays OpenAI's claim and gives no benchmark scores, exact prices or method.

    x.comthreadAdded 27 Oct 2026, published 26 Oct 2026🧠 AI

  29. OpenAI and Anthropic cut their LLM prices by up to 80% within a few months. Why?

    Max Woolf's post (minimaxir.com, October 2026) gives a dated timeline of OpenAI and Anthropic price cuts from June to September 2026, including GPT-5.6 Luna down 80%, Opus 5.5 at $4 / $20 / $0.20 and GPT-6.1 Sol at $2 / $10 / $0.10. It argues the cuts come from commodity models, open-weight competition (DeepSeek V4.1 Flash, Kimi K3.1 Pro, 29 OpenRouter providers) and possibly IPO positioning. It notes cache reads make up 96-99% of coding-agent token spend.

    minimaxir.comarticleAdded 26 Oct 2026, published 25 Oct 2026🧠 AI

  30. Maximum-Likelihood Decoding of Gabidulin Codes Is NP-Hard Even in Dimension One

    Philippe Gaborit proves that maximum-likelihood decoding of Gabidulin codes is NP-hard even for dimension one: deciding rank distance at most n-2 from the code {Ξ»g} is NP-complete. The reduction is deterministic, so Rank Syndrome Decoding and Rank Minimum Distance for F_{q^m}-linear codes are NP-complete under deterministic reductions, where the earlier reduction was randomized. It goes through a new pivot problem, Twisted Square Membership.

    eprint.iacr.orgpaperAdded 26 Oct 2026, published 25 Oct 2026πŸ›‘οΈ Security

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