1512 results for “open”

List Grid

What you seeeverything

Recent Oldest Added A–Z

All types1512 Articles600 Repos326 Write-ups177 Papers154 Threads137

More types6

Tools53 Talks29 Advisories22 Other7 Courses5 Videos2

“open”

huggingface.coarticle🧠 AI

Palette: teaching a small model to build decks in your design language

Palette is an IBM Research fine-tune of a 20B open-weight model that builds slide decks in the IBM Design Language. A designer role writes a JSON brief and a coder role writes pptxgenjs code per slide, both served by one LoRA adapter. Training used about 1000 synthetic decks (roughly 10,000 slides) with counterfactual reasoning traces. A render-and-repair harness adds 3.5 points on PresentBench. Palette ranks first on Economics and Education and second on the three-domain mean (59.7 vs NotebookLM 60.8).

LoRApptxgenjsHugging Face

IBM ResearchIBMPalette+3

training, models, evals· Published and added 3 Nov 2026

huggingface.coarticle🧠 AI

Same Model, Different Harness: CUGA, Hermes, and Deep Agents — When to Pick CUGA?

CUGA is IBM's open-source agent harness for enterprise work. IBM Research compared it with Hermes and Deep Agents on 90 AppWorld tasks, using GLM-5.3-flash for all three, and task completion ranged from 30% to 81% by harness. CUGA passed 20 of 30 scenarios on the consistency metric (SGC), Hermes 8 and Deep Agents 2. The post also describes CUGA's policy layer, which enforces approvals and tool guards in the runtime, and notes the CUGA team ran the test.

CUGAHermesDeep Agents+4

IBMNous ResearchLangChain+4

agents, evals· Published and added 3 Nov 2026

theblock.coarticle🛡️ Security

Binance says hackers used fake job interview, internal AI tool in $6.3 billion breach

The Block reports Binance's initial incident report, published 3 November 2026, on a theft of more than $6.3 billion. Binance says a fake job interview compromised an employee and an internal AI tool exposed wallet-signing systems. Binance says it froze or intercepted about $2.85 billion and replenished 98% of impacted assets. Withdrawals reopened in phases from 4 a.m. UTC across BSC, Ethereum, Solana and other networks. The FBI links the attack to North Korea, which denies it. The available text gives no deeper technical detail.

EthereumSolanaBNB Smart Chain

BinanceFBIDPRK+1

Blockchain, Threat Intel· Published and added 3 Nov 2026

hackers-arise.comarticle🛡️ Security

Open-Source Intelligence (OSINT): Doing GeoOSINT and Finding Locations with Azimut

Azimut is a local, open-source GeoOSINT tool (v0.3.3, Linux, Windows, macOS) that keeps case evidence in one folder and runs in the browser at 127.0.0.1:8477. The walkthrough tests a Yosemite photo from Wikimedia using the Horizon 3D skyline overlay, the beta Find mode (hand-drawn skyline, search area up to 10,000 km2), sun path display and exportable proof collages. Results need manual verification.

AzimutKali Linux

Hackers AriseOsintMeThatWikimedia+1

OSINT, Learning· Published and added 3 Nov 2026

en.cryptonomist.charticle🧠 AI

Revolut’s AI cost reduction hits 90% with Chinese GLM models

Revolut reports cutting AI costs by about 90% after moving about 2,000 engineers from OpenAI and Anthropic services to Z.ai's GLM 5.3, self-hosted on 56 NVIDIA B200 GPUs. Head of AI operations David Abitbol cites $0.30 per million tokens and time to first token falling from 14.26 to 1.68 seconds between April and August 2026. FP4 quantization and KV cache tuning drove the gains. The report gives no deployment detail beyond these figures.

GLMNVIDIA B200FP4 quantization+1

RevolutZ.aiGLM-5.3+4

inference, ai-infra, ai-policy· Published and added 3 Nov 2026

openai.comarticle🧠 AI

Accelerating engineering for the physical world

OpenAI describes how its models support mechanical and electrical engineering. Using GPT-6 Astra, two people designed a Codex voice device (enclosure, PCB, firmware) in under a week, and a contract manufacturer built prototypes in under a month. Astra missed production limits and tolerances. A newer internal model scored 0.875 on BenchCAD 2.0 against 0.594 for Astra. Hardware-team token usage grew 23-fold since February. Collaborations with Chip Ganassi Racing and Mazda are described.

GPT-6 AstraCodexChatGPT

OpenAIChip Ganassi RacingMazda+2

models, coding-agents, evals· Published and added 3 Nov 2026

en.cryptonomist.charticle🧠 AI

GPT-4o scored 0.82 on non-public books—what does it mean for OpenAI’s GPT training data?

Beyond Public Access in LLM Pre-Training Data is a study by Ilan Strauss that applied the DE-COP membership inference attack to 34 O'Reilly Media books (13,962 paragraphs). GPT-4o scored an AUROC of 0.82 on non-public books, against 0.54 for GPT-3.5 Turbo and 0.56 for GPT-4o Mini, where 0.50 is chance. The author notes a small book sample and possible control-data contamination as limits.

DE-COPLLM

OpenAIGPT-4oGPT-3.5 Turbo+4

research, training, evals· Published and added 3 Nov 2026

securityweek.comarticle🛡️ Security

NATO’s Crossed Swords Exercise Brings AI Agents Into Cyber Operations Training

Crossed Swords 2026 is a NATO CCDCOE cyber exercise held in Tallinn with more than 250 participants from over 40 countries. It trains synchronisation of cyber effects with kinetic and special operations actions. A new track has participants build, deploy and assess AI agents, on locally hosted AI and OpenAI's Daybreak, with over 20 industry, academic and NGO partners.

DaybreakOpenAI

NATO Cooperative Cyber Defence Centre of ExcellenceNATOBitdefender+9

other, AI Security· Published and added 3 Nov 2026

alignment.openai.comarticle🧠 AI

Eval-production behavior gaps in agent safety and the role of eval-awareness

OpenAI alignment post measuring the gap between the Respecting Warnings agent safety evaluation and comparable Codex production decisions across six models. Evaluation success is 10.2 to 37.4 points lower than production success. Verbalizing a specific, wrong evaluation objective (resisting prompt injection) tracks the gap, and in a GPT-6.1 Sol intervention, objective cues moved success from 63.4% to 91.6% or 17.6%.

CodexLLM

OpenAIGPT-5.6 LunaGPT-5.6 Sol+5

ai-safety, evals, agents· Published and added 3 Nov 2026

github.comrepo🧠 AI

colibri: pure-C engine for running huge MoE models by streaming experts from disk

colibri is a pure-C, dependency-free inference engine that runs mixture-of-experts models of hundreds of billions of parameters on ordinary machines. It keeps the dense layers in RAM and streams routed experts from disk through a learning cache, with optional CUDA, Vulkan and Metal tiers. It supports GLM-5.2, Kimi K3, DeepSeek V4, Qwen3.6 and GGUF files, and serves OpenAI- and Anthropic-compatible APIs.

Mixture of ExpertsGGUFCUDA+10

GLM-5.2GLM-5.3GLM-5.3-Flash+22

inference, models· Added 3 Nov 2026

huggingface.coarticle🧠 AI

Transformers Model Integration Contracts

Model Integration Contracts (transformers-mic) is a proposed Hugging Face standard for testing Transformers models with small fixtures, a runnable usage path and reviewed baselines. A tiny UMT5 fixture on CPU flagged an SDPA regression in T5 that lasted from 30 July to 28 September 2026. The post covers the shrink recipe, the tmic CLI, random vs overfit weights and open questions.

TransformersPyTorchHugging Face+3

transformers-mictmicUMT5+5

evals, ai-infra, models· Published and added 3 Nov 2026

huggingface.coarticle🧠 AI

CWE-bench v2: More coverage, quality, and transparency

CWE-bench v2 is a Collinear AI benchmark with a public set of 100 tasks covering 91 CWEs, in which an agent finds and fixes a weakness in a real open-source repository. Scoring is programmatic, and each task is a Harbor task run from the Hugging Face dataset. Of 11 models, Gemini 4 Argon leads with 67.8% pass@1, ahead of Claude Opus 5.5 at 67.3%.

HarborDockerHugging Face+1

Collinear AICWE-benchGemini 4 Argon+2

evals, coding-agents· Published and added 3 Nov 2026

huggingface.coarticle🛡️ Security

CWE-bench v2: More coverage, quality, and transparency

CWE-bench v2 is a public set of 100 tasks from Collinear AI where an agent gets a real open-source repository and must find and fix a security weakness without breaking functionality. The tasks cover 91 CWEs and are scored by deterministic verifiers checked with LLM judge panels and manual review. Of 11 models, Gemini 4 Argon leads with 67.8% pass@1, ahead of Claude Opus 5.5 at 67.3%. It runs via Harbor from the Hugging Face dataset.

Hugging FaceDockerDeepSeek+2

Collinear AIGemini 4 ArgonOpus 5.5+2

AI Security, AppSec· Published and added 3 Nov 2026

simonwillison.netarticle🧠 AI

llm 0.37

LLM 0.37 is a release of Simon Willison's LLM CLI tool and Python library, covering about two months of changes. It adds gpt-6.1-sol and gpt-6.1-terra, a new `llm openai endpoint add` command for OpenAI-compatible endpoints, and a cheaper default model, gpt-6-luna. Embeddings now accept differing content types, as Gemini Embedding 2 needs. Willison says AI-assisted PRs from 12 authors were easy to review.

LLMPythonOpenAI API

Simon WillisonGPT-6.1 SolGPT-6.1 Terra+6

llm-apps, coding-agents, multimodal· Added 3 Nov 2026, published 2 Nov 2026

alignment.openai.comarticle🧠 AI

Training activation classifiers for safety and alignment

Training activation classifiers for safety and alignment describes how OpenAI trains lightweight probes on a model's residual stream activations to flag misaligned or policy-violating completions. Probes use an MLP plus QV-attention architecture with an exponential moving average and a rolling softmax objective. They run in streaming mode on the inference engine, have run on all assistant completions since GPT-5.6, and transfer well across post-training checkpoints but less across pre-training checkpoints.

activation probesattention probesMultiMax probe+3

OpenAIGPT-5.6

ai-safety, research· Published and added 2 Nov 2026

x.comtool🧠 AI

Odingard Security (@OdingardSecure) on X

Guardian is an open-source (Apache-2.0) authorization layer from Odingard that gives every action an AI agent proposes a deterministic ALLOW, ASK or DENY decision before it runs. No model sits in the decision path. It issues single-use capability tokens in place of credentials and signs receipts for every action. An MCP server is listed on the official registry. The post gives no architecture or policy-format detail.

GuardianModel Context ProtocolGitHub

Odingard

agents, mcp, ai-infra· Added 3 Nov 2026, published 2 Nov 2026

bankless.comarticle🛡️ Security

Binance Reopens Withdrawals as FBI Pins $6B Hack on North Korea

Bankless news report on Binance reopening withdrawals in phases on 1 November 2026 after a record $6B+ hack. The FBI named North Korea's TraderTraitor group on 31 October, listed 628 addresses tied to the theft and asked THORChain node operators, instant exchanges and DeFi services to block them. Chainalysis says $500M moved out of TRON wallets and funds are shifting to Solana. Binance published a new proof of reserves covering 10 tokens.

THORChainTronSolana

TraderTraitorDPRKBinance+2

Blockchain, Threat Intel· Published and added 2 Nov 2026

openai.comarticle🛡️ Security

Rewarding defenders with bigger bug bounties

OpenAI's Security Bug Bounty update raises payouts: critical findings in ChatGPT, Codex or the API Platform pay up to $30,000, and exceptional ones up to $172,000 with bonuses. It adds a quality multiplier for reports with a reliable proof of concept, a five-tier loyalty bonus, priority campaign pools for new features and a top-up for reports awarded in the prior 30 days. OpenAI will attend PROMPT2PWN in Oakland on 20-21 November.

OpenAIChatGPTCodex

PROMPT2PWN

other, AI Security· Added 3 Nov 2026, published 2 Nov 2026

hackers-arise.comarticle🛡️ Security

Network Forensics: Extracting Files and Credentials from Network Traffic with BruteShark

BruteShark is an open-source network forensic tool that parses PCAP/PCAPNG files and live traffic. The tutorial covers installing it on Kali Linux, extracting plaintext credentials as hashcat-format files, rebuilding VoIP calls, mapping the network and extracting files. It also shows live capture on eth0 with BPF filters such as SMB and Kerberos ports.

BruteSharkKali Linuxhashcat+2

Blue Team & Detection, Offensive Security, Learning· Published and added 2 Nov 2026

openai.comarticle🧠 AI

Scaling Git at OpenAI

Pando is OpenAI's new Git backend, built to handle the push and fetch load Codex puts on its monorepo. It stores pushed packfiles in blob storage, tracks per-branch ref versions with causal consistency, and reuses packs across fetches. OpenAI reports nearly 5x lower median push latency and about a petabyte of Git data served per day. It was built in 10 weeks with Codex agents.

GitPandoCodex+10

OpenAIGPT-6 AstraDaybreak

ai-infra, coding-agents· Published and added 2 Nov 2026

bleepingcomputer.comarticle🛡️ Security

BTCPay Server warns of hot wallet thefts targeting outdated instances

BTCPay Server, an open-source self-hosted cryptocurrency payment processor, reports attackers draining hot wallets on instances running version 2.4.1 (July 23, 2026) or earlier. Attackers logged in as administrators on versions older than 2.4.2. Users should update to 2.4.7; the exploited flaw is not disclosed. An October 29 critical vulnerability found by Anthropic's Frontier OSS scanner prompted 2.4.7. The August 7 release 2.4.2 had already warned of an exploited LND credential exposure.

BTCPay ServerBitcoinLightning Network+2

Nicolas DorierAnthropicBleepingComputer

Blockchain, Threat Intel, AppSec· Published and added 2 Nov 2026

securityweek.comarticle🛡️ Security

Malicious Claude Code Extension Served in Cursor Supply Chain Attack

Malicious versions 2.1.312 and 2.1.313 of the anthropic.claude-code extension were live in the Cursor VS Code Extension Marketplace for about 11 hours on October 29. The JavaScript ran at module load, collected host details, tried to install an SSH key, open a reverse SSH tunnel and set persistence on macOS and Windows. Kevin Beaumont estimates about 5,000 downloads. Cursor rotated keys, rebuilt the marketplace and published a detection script and IoCs; uninstalling alone does not remove the dropped persistence scripts.

Claude CodeCursorVS Code+3

Kevin BeaumontAnthropicMicrosoft

Supply Chain, Threat Intel· Published and added 2 Nov 2026

decrypt.coarticle🛡️ Security

FBI Blames North Korea for $6B Binance Hack as Exchange Reopens Withdrawals

The FBI attributed the theft of more than $6 billion from Binance on or about 29 October 2026 to North Korea's TraderTraitor and published hundreds of Ethereum addresses, 19 Bitcoin addresses and one Solana address to block. Chainalysis tracked over $500 million moving through Tron and out via THORChain, Chainflip, Relay and NEAR. Binance resumed withdrawals in phases from 1 November and says it replenished about 95% of affected assets.

EthereumBitcoinSolana+3

TraderTraitorDPRKFBI+11

Blockchain, Threat Intel· Published and added 2 Nov 2026

x.comthread🧠 AI

CuteGuy☣️ (@cutetoxicguy) on X

Nemotron 3.5 Bolt E4B is an NVIDIA open-weights model with 8B total and 4B active parameters, built on Gemma 4 E4B and post-trained with NeMo RL and NeMo Gym. It targets local agents in about 4GB of GPU memory, with 64K context, 35 languages, multi-step tool calling and configurable reasoning. NVIDIA's llama.cpp tests show 133.4 tokens/sec on an RTX 5070 and 15.5 on a Jetson Orin Nano. Benchmarks are NVIDIA's own.

llama.cppOllamaLM Studio+9

NVIDIANemotronGemma 4+8

models, inference, agents· Added 3 Nov 2026, published 2 Nov 2026

securityweek.comarticle🛡️ Security

Polymarket Returns $3.9 Million to Traders as DebugBear Cites DNS Hijack

Polymarket is returning $3.9 million to traders after an October 29, 2026 supply chain attack in which malicious JavaScript was served from a DebugBear address its site loaded. DebugBear says its DNS records were compromised through its domain registrar, and attackers appear to have targeted one customer. The script abused open trading sessions to sell positions or move assets; 726 wallets were affected, and about 5,500 wallets received $1.19 million for halt and forced-sale losses.

PolymarketJavaScript

DebugBearHudson RockDNS hijack+1

Supply Chain, Threat Intel· Published and added 2 Nov 2026

openai.comarticle🧠 AI

LifeVal

LifeVal is an OpenAI evaluation that measures how well ChatGPT models complete everyday life tasks such as childcare search, government services, budgeting, shopping and health. Tasks were derived from the American Time Use Survey, the Multinational Time Use Study and a new demographically representative survey of 3,995 respondents. OpenAI says it used the eval over the past year to track gains in browser use, computer use and connectors. The fetched text gives no scores or task list.

ChatGPT

OpenAILifeValAmerican Time Use Survey+1

evals, agents· Published and added 2 Nov 2026

adversa.aiarticle🛡️ Security

Top AI coding agent security resources — November 2026

Adversa AI's November 2026 roundup of 14 AI coding agent security resources from October. It covers CVE-2026-103572 (Visual Studio Copilot and SSMS RCE via trailing-dot filename), an unpatched Claude Code child-session hook bypass, a Copilot CLI cryptographic context injection, and a CVE-less opencode MCP OAuth RCE. It ends with a checklist for auditing agent configs and gateways.

Claude CodeGitHub Copilot CLIOpenCode+3

CVE-2026-103572prompt injectionindirect prompt injection+7

AI Security, Supply Chain· Published and added 2 Nov 2026

newsletter.semianalysis.comarticle🧠 AI

GDPx: Measuring Frontier Model Capabilities Across the Most Valuable Domains

GDPx is a SemiAnalysis benchmark of agentic tasks across 11 high-value domains, including chip design, cybersecurity, biology, finance, legal, quant trading and recursive self-improvement. Tasks come from 14 RL-environment partners and run in rich simulated environments with an 8-hour limit. The best model scores 12%. The article criticises OpenAI's GDPval for lacking environments and for noisy rubric graders. The fetched text is truncated, so later domain sections are missing.

Claude CodeCodexGoogle Antigravity+8

SemiAnalysisGDPxGDPval+30

evals, agents, training· Published and added 2 Nov 2026

eva.acarticle🛡️ Security

So I guess everyone uses LLMs to think now

The eva.ac author argues that recent AI-credited vulnerability findings come from skilled researchers steering LLMs, and that AI firms use disclosures as marketing. Cases cited: Calif, OpenAI and Wiz framing PHP2Shell differently; a hash teaser before the Tailscale "tailworm" privilege escalation (author's account: Tailscale not contacted); and the eMudhra CA key found without AI. No sources, dates or CVEs are given.

LLMOpenAIWiz+3

CalifeMudhraPHP2Shell+1

AI Security, other· Added 2 Nov 2026, published 1 Nov 2026

eva.acarticle🧠 AI

So I guess everyone uses LLMs to think now

"So I guess everyone uses LLMs to think now" is an opinion post from the eva.ac blog. The author explains why they never use LLMs for published research: they do it for fun and cannot take credit for model output. They argue LLMs still need skilled guidance, criticise AI-company security marketing (PHP2Shell from Calif, OpenAI and Wiz), and cite the Tailscale "tailworm" disclosure and the eMudhra key found without AI.

LLMPHPLinux+3

OpenAIAnthropicCalif+5

ai-policy· Added 2 Nov 2026, published 1 Nov 2026

x.comthread🧠 AI

🚨 AI News | TestingCatalog (@testingcatalog) on X

Drex-Max v1 is an open-source multimodal decision model from Nace AI. It takes a document and a question with a fixed set of answers, such as which team should handle a support ticket, and returns a probability for each answer. It runs fully locally on Apple Silicon M4 and M5 Macs, with cloud inference at console.nace.ai and weights on Hugging Face. The post gives no benchmarks or model size.

Hugging FacemacOS

Nace AIDrex-MaxTestingCatalog+1

models, inference, multimodal· Added 2 Nov 2026, published 1 Nov 2026

decrypt.coarticle🧠 AI

How to Run an AI Model Locally—And Why You Might Want To

Decrypt guide to running open-weight AI models locally with Ollama and LM Studio. It cites Epoch AI's finding that open models trail the best closed ones by about four months, and sets out VRAM and unified-memory needs (8GB minimum, 24GB for serious use), quantization, licences (MIT, Apache 2.0), install commands and Gemma 4 download sizes. It also notes that the largest open models, such as Qwen3.8-Max, exceed consumer hardware.

OllamaLM StudioHugging Face+7

DecryptEpoch AIGemma 4+11

inference, models· Published and added 1 Nov 2026

tomshardware.comarticle🧠 AI

AI agent swarms in Minecraft fail to build civilization, drown in bureaucracy

Tom's Hardware reports on a ycombinator and Olam Labs experiment that ran LLM agent swarms in Minecraft. A 50-agent GPT-6.1 Sol team asked to build a civilization in three hours turned cautious and bureaucratic. In Bed Wars and Mindustry, GPT-6.1 Sol agents beat Claude Opus 5.5 agents (6-1 in Mindustry). The swarms are open sourced, built on Mindcraft and Mineflayer.

MinecraftMindcraftMineflayer+1

Tom's HardwareOlam LabsY Combinator+4

agents, evals· Added 2 Nov 2026, published 1 Nov 2026

simonwillison.netarticle🛡️ Security

How We Took Over ChatGPT Accounts

Simon Willison summarises Parameter Labs' ChatGPT account takeover chain against the HTML previews (formerly Canvas) sandboxed iframe. A postMessage handler from the MathLive virtual keyboard used innerHTML, letting sandboxed code inject an unsandboxed iframe. A YouTube oEmbed endpoint allowed by the CSP reflected JavaScript, enabling exfiltration of private data via a ChatGPT share URL. OpenAI fixed it and paid a $5,000 bounty.

ChatGPTOpenAIMathLive+2

Parameter Labssandbox escapeContent Security Policy bypass+2

AppSec, AI Security· Published and added 31 Oct 2026

x.comthread🧠 AI

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.

CampfireClawbooClaude Code+8

Boo ZeroConductorVibe Kanban+2

agents, coding-agents· Added 1 Nov 2026, published 31 Oct 2026

help.openai.comarticle🧠 AI

ChatGPT and Codex usage limits merging

ChatGPT and Codex usage limits merging is an OpenAI help-center notice. From December, the Plus, Pro and Business plans share one usage allowance across ChatGPT and Codex, measured in tokens. Use depends on the model and the task, and instant chat does not count. Users see combined usage in Settings → Usage and can wait, upgrade or buy credits at the limit.

ChatGPTCodex

OpenAI

coding-agents, ai-policy· Added 2 Nov 2026, published 31 Oct 2026

x.comtool🧠 AI

zahT3 (@zahT3zuo) on X

Hotseat is a free, open-source macOS menu bar app that moves Claude Code and Claude Desktop to another of the user's Claude accounts in one click and returns to the same session. Sessions, settings, skills and MCP servers are shared, so `claude --resume` works under either account. When a session hits a usage limit, it offers to continue under another account. It never reads tokens or cookies. Install with Homebrew.

Claude CodeClaude DesktopmacOS+2

HotseatAnthropic

coding-agents· Added 1 Nov 2026, published 31 Oct 2026

bleepingcomputer.comarticle🛡️ Security

Northflank security breach leads to abuse of customers' AI API keys

Northflank, a cloud application hosting platform, disclosed a breach on 30 October 2026 after a Wiz threat alert and told customers to assume all environment variables were decrypted and to rotate secrets. Customers reported unauthorized use of AI API keys. Wiz's "Black October for AI Developer Platforms" report counts at least nine incidents, including Railway, OpenCode, Warp and Lightning AI, and describes LLMJacking, with about 2.5 million Amazon Bedrock calls costing roughly $100,000 in two cases. Northflank has not said how attackers got in.

NorthflankWizAWS Bedrock+3

LLMJackingBlack October for AI Developer PlatformsRailway+2

Threat Intel, AI Security, DevSecOps· Published and added 31 Oct 2026

arxiv.orgpaper🧠 AI

What Does a Safety Label Measure? Auditing Situational-Safety Benchmarks for Multimodal LLMs

The paper audits six situational-safety benchmarks for multimodal LLMs and proposes the Benchmark Card, seven measured fields that show whether a SAFE/UNSAFE label score comes from the scene, the request or the benchmark files. MSSBench chat leaks its label through image size, which alone reaches 82.3% accuracy. The Spot-Stop decomposition splits ranking-versus-labelling gaps across fourteen open MLLMs, and label-free recentering improves ranking on VSCBench for 13 of 14 models.

vision-language modelLLM

MSSBenchMOSSBenchHoliSafe+2

evals, ai-safety, multimodal, research· Added 3 Nov 2026, published 31 Oct 2026

ethereum-magicians.orgthread🛡️ Security

ERC-8481: Agent Pre-Sign Risk Report

ERC-8481 is a draft Ethereum standard for the report a risk source returns about one unsigned transaction, EIP-712 request or x402 requirement. The report is bound to the request by a digest and EIP-712 signed by an ERC-8004 identity. It has five typed finding groups (tokens, approvals, addresses, payments, texts), each marked read or not read, and carries no score or verdict. The author's service toll is the only implementation; three design questions are open.

Ethereumx402toll+3

ERC-8481ERC-8265ERC-8004+7

AI Security, Blockchain· Added 2 Nov 2026, published 31 Oct 2026

decrypt.coarticle🛡️ Security

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.

OpenAIHugging FaceAnthropic+1

reward hackingGoodhart's lawsandbox escape+12

AI Security· Published and added 31 Oct 2026

decrypt.coarticle🧠 AI

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.

ExploitGymHugging FaceGPT-5.6 Sol+4

OpenAIAnthropicMETR+14

ai-safety, training, evals· Published and added 31 Oct 2026

x.comarticle🧠 AI

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.

CodexHugging FaceMixture of Experts+6

OpenAIAnthropicGoogle+43

models, ai-infra, evals· Added 1 Nov 2026, published 31 Oct 2026

blog.talosintelligence.comwriteup🛡️ Security

Appraisal by AI: Model-driven victim prioritization in the VOLTA infostealer

VOLTA (VOLTA-AUTODOXER) is a self-deleting Windows infostealer that, after theft and live session-based enrichment, POSTs an evidence bundle to OpenRouter so an LLM can rank the victim's assets by monetization value. It falls back across a Claude, Kimi and Gemini chain when a model refuses. Talos covers the builder model, the Chrome App-Bound Encryption bypass, the volta_debug.txt artifact and countermeasures such as blocking Chrome --headless.

OpenRouterClaudeGemini+3

VOLTACLOSEDQUORUMCAIRN+3

Malware & RE, Threat Intel, AI Security· Published and added 31 Oct 2026

x.comthread🛡️ Security

Dark Web Intelligence (@DailyDarkWeb) on X

CVE-2026-102764 is an unauthenticated RCE in BeyondTrust Remote Support, already exploited and in CISA KEV. Rapid7 published an analysis and opened a Metasploit pull request on 30 October 2026, showing code execution on version 24.1.2 via a forged "local" message origin, the native file-transfer service and a PHP file written to the web root. BT26-05 (CVSS 4.0 9.3) is fixed by patch BT26-05-RS; SaaS was patched by 9 October.

BeyondTrust Remote SupportMetasploitPHP+1

CVE-2026-102764CISA KEVRapid7+2

Offensive Security, Threat Intel, AppSec· Added 1 Nov 2026, published 31 Oct 2026

parameter.aiwriteup🛡️ Security

Do the math: How we took over ChatGPT accounts

Parameter Labs describes a chain that turned a public ChatGPT share link into JavaScript running as chatgpt.com in the victim's session. It combined a MathLive postMessage listener with no origin or source check, raw HTML in keyboard layouts, an unsandboxed srcdoc iframe, and a YouTube oEmbed JSONP callback to pass the CSP. The code read private conversations through backend APIs. OpenAI fixed it on 26 October 2026 and rated it P1.

ChatGPTOpenAIMathLive+2

Parameter Labssandbox escapeXSS+2

AppSec· Added 1 Nov 2026, published 31 Oct 2026

latent.spacearticle🧠 AI

[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.

Claude CodeClaudeGemini+17

GoogleAnthropicOpenAI+46

ai-policy, models, evals· Published and added 31 Oct 2026

microsoft.comwriteup🛡️ Security

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.

CursorClaude CodeSSH+3

Protocol Tunneling (T1572)reverse SSH tunnelMicrosoft Threat Intelligence+2

Supply Chain, Blue Team & Detection, Malware & RE· Published and added 31 Oct 2026

wiz.iowriteup🛡️ Security

“Black October” for AI Developer Platforms

Wiz Research links October 2026 breaches at AI developer platforms (Fireworks, OpenCode, Warp, Zeabur, Railway and others) to stolen environment-variable credentials for AI access. It details two enterprise AWS Bedrock keys abused after vendor breaches: about 800k and 1.7 million calls, over $100k in list-price usage. It profiles two LLM resale operations, "momo" and "Xingjiabi", that tested the keys.

AWS BedrockOpenCodeClaude+3

LLMjackingdistillationWiz Research+13

Threat Intel, AI Security, Cloud & Infra· Added 31 Oct 2026, published 30 Oct 2026

x.comthread🛡️ Security

Julie Sanchez (@julie199201) on X

YourOwnWeigh is an open-source tool by developer Tom Anthony that patches Withings smart scale firmware over Bluetooth. The patch sends health metrics to a user's own server instead of Withings cloud, avoiding the Withings Plus subscription now required for third-party sync. It can run on a free Cloudflare account and imports existing user profiles. The post gives no firmware or protocol details.

YourOwnWeighWithingsCloudflare+1

Tom Anthony

Hardware & RF· Added 2 Nov 2026, published 30 Oct 2026

ethresear.chthread🛡️ Security

ERC draft: Independent Simulation Result for (STVA)

ERC draft "Independent Simulation Result" (STVA) defines a canonical, content-addressed SimulationResult (success, gasUsed, returnData, stateDiffHash, logsHash, snapshotId, resultHash) that any wallet, hardware device or verifier can recompute from the same VerificationPayload and state snapshot. It targets compromised-frontend and UI/calldata-mismatch attacks, and defines Basic, Standard and Strict compliance levels. Open questions are stateDiff encoding, prestate proofs and binding to capability tokens.

EthereumrevmSafe

ERC-7730EIP-712ERC-4337+3

Blockchain· Published and added 30 Oct 2026

galaxy.comarticle🛡️ Security

Weekly Research Brief: Binance Hacked; Hyperliquid on Wall Street; Prediction Markets’ Brazil ‘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.

EthereumBitcoinUSDC+2

TraderTraitorLazarus GroupEIP-7702+7

Blockchain, Threat Intel· Added 30 Oct 2026

x.comthread🧠 AI

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.

LoRAdiffusion model

Artificial AnalysisVideo RebirthHyperflow H3+6

models, evals, multimodal· Added 31 Oct 2026, published 30 Oct 2026

interconnects.aiarticle🧠 AI

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.

FirefoxGLM

Claude MythosGLM-5.3Anthropic+13

ai-policy, ai-safety, models· Published and added 30 Oct 2026

interconnects.aiarticle🛡️ Security

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.

GLMFirefoxGitLab+1

MythosProject GlasswingPHP2Shell+9

AI Security, other· Published and added 30 Oct 2026

blog.googlearticle🧠 AI

We’ve received our first response from the Project Suncatcher prototype satellite.

Project Suncatcher is a Google research effort to power AI compute in space. Its prototype satellite launched on 1 October 2026 and, after commissioning, returned the first AI response from a data-center-class TPU in orbit: a haiku from the onboard Gemma 4 open model, downlinked over Svalbard. Next come thermal-stress and radiation tests, then twin interconnected satellites in 2027.

TPUGemma

GoogleGemma 4Project Suncatcher+1

inference, ai-infra· Published and added 30 Oct 2026

ethereum-magicians.orgthread🛡️ Security

EIP Draft: Permanent EOA Delegation Opt-Out (disable EIP-7702)

Discussion thread for a draft Core EIP that lets an Ethereum EOA permanently disable EIP-7702 delegation. A type-4 set-code transaction with an empty authorization list, destination equal to sender and zero value installs the 0xef0200 marker for 33500 gas. Later authorizations, including clearing to the zero address, are skipped. It does not protect against private-key compromise. Open questions cover the prefix, a dedicated transaction type, gas pricing, and EIP-8151 interaction.

Ethereum

EIP-7702EIP-3607EIP-8141+3

Blockchain· Published and added 30 Oct 2026

cloud.google.comarticle🛡️ Security

ARTEX and Friends: Enter Agentic Offensive Frameworks

ARTEX is an open-source, Go-based multi-agent LLM pentesting and C2 platform that Google Threat Intelligence Group and Mandiant saw threat actors run in incident response cases from late August 2026, alongside PentAGI and CAIRN. The report covers ARTEX behaviour such as MySQL general_log JSP webshell poisoning and burst timing, UNC7228 (overlapping STORM-0940), a seven-stage model of adversary LLM use, and five Mandiant defensive layers. The text was truncated before the last layers.

GoNext.jsLLM+3

ARTEXPentAGICAIRN+14

Threat Intel, AI Security, Offensive Security, Blue Team & Detection· Added 1 Nov 2026, published 30 Oct 2026

arxiv.orgpaper🛡️ Security

A Failure Mode Taxonomy and Severity Model for Ethereum Smart Contracts

A failure mode taxonomy and severity model for Ethereum smart contracts, by Fernando Richter Vidal, Naghmeh Ivaki and Nuno Laranjeiro (University of Coimbra). It classifies observable malfunctions rather than vulnerabilities, using root cause, violated security property, impact, affected component and nature (irreversible, transient or permanent). It was built in five iterations and checked against 94 OpenSCV entries and post-cutoff incidents. The CIPER severity model ranks failures.

Ethereum

CIPEROpenSCVNickerson taxonomy development method+3

Blockchain· Added 3 Nov 2026, published 30 Oct 2026

opensourcemalware.comwriteup🛡️ Security

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.

Claude CodeVS CodeOpen VSX+3

anthropic.claude-code 2.1.313134.209.82.225svc-telemetry+3

Supply Chain, Malware & RE, AI Security· Published and added 30 Oct 2026

stepsecurity.iowriteup🛡️ Security

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.

Claude CodeVS CodeOpen VSX+3

anthropic.claude-code 2.1.313svc-telemetryT1195.002+1

Supply Chain, Blue Team & Detection, Threat Intel· Published and added 30 Oct 2026

openai.comarticle🧠 AI

Making it easier for websites to express AI training preferences

OpenAI announces it will honor a common robots.txt signal, defined in the IETF draft draft-kelley-aipref-training-preference-signal, that lets site operators state whether content may be used for foundational generative AI training. The signal lets operators set one preference for several participating providers. OpenAI plans to implement it in the coming months, and its existing crawler controls stay in force.

robots.txt

OpenAIIETFdraft-kelley-aipref-training-preference-signal+1

ai-policy· Published and added 30 Oct 2026

socket.devarticle🛡️ Security

Cursor Removes Malicious Claude Code 2.1.313 Extension From Its Marketplace

Socket's analysis of the reported malicious Claude Code extension 2.1.313, which Cursor confirmed was served from its own marketplace on 29 October 2026 to up to 5,000 users. Open VSX's change feed (3,392 events) and npm metadata hold no publication or removal record for that version, contradicting the initial OpenSourceMalware claim. Cursor published hashes, IOCs and remediation scripts.

Claude CodeCursorOpen VSX+3

OpenSourceMalwareSocketPaul McCarty+1

Supply Chain, Threat Intel· Published and added 30 Oct 2026

openai.comarticle🧠 AI

Community safety report and new protections for teens

OpenAI announces a Community Safety Report on violence prevention, with the first edition due early 2027 covering the second half of 2026 and updates every six months. ChatGPT will also give less detail on past mass attacks, respond more conservatively after warning signs, and end chats that fixate on violence. Teen accounts get tighter weapons limits, backed by age prediction, Persona verification and parental alerts.

ChatGPTChatGPT for Teensage prediction

OpenAIPersona

ai-safety, ai-policy· Published and added 30 Oct 2026

latent.spacearticle🧠 AI

[AINews] Building AIE CODE: The top Coding Agent Conference

AINews issue for 28 to 29 October 2026 from Latent Space. It opens with a preview of the AIE CODE summit (themes: Scaling without Slop, System One models, Increasing Ambition, with Jarred Sumner on Bun in Rust). It then recaps Twitter and Reddit news: Mistral Large 4 open weights (1.05T total, 52B active), Artificial Analysis benchmarks, Gemini 4 Carbon, Qwen4 rumours, Claude Code quota complaints and OpenAI frontier-run monitoring. Text was cut before the end.

BunRustvLLM+17

Latent SpaceAI EngineerAIE CODE+37

models, coding-agents, evals· Published and added 30 Oct 2026

phorion.iowriteup🛡️ Security

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.

Claude CodeCursorVS Code+3

Phorionsvc-telemetrycom.apple.sysmond+1

Supply Chain, Malware & RE, Blue Team & Detection· Added 31 Oct 2026, published 30 Oct 2026

opensourcemalware.comwriteup🛡️ Security

Earliest Known PolinRider Malware Found in 2025 npm Packages

OpenSourceMalware traces nine itsa-* npm package versions published on 4 May 2025 from a hijacked maintainer account to the PolinRider campaign, eight months before documented victims. It decodes the EtherHiding chain (BNB Smart Chain and Ethereum calldata, JADESNOW, INVISIBLEFERRET bootstrapper, Socket.IO RAT, Python stealer) and links the 2025 sample to 2026 force-push infections. It lists IOCs, hashes, a timeline and hunting guidance.

npmNode.jsPython+3

PolinRiderEtherHidingJADESNOW+9

Supply Chain, Malware & RE, Threat Intel· Published and added 30 Oct 2026

ethereum-magicians.orgother🛡️ Security

ERC draft: Independent Simulation Result for (STVA)

ERC draft "Independent Simulation Result" (STVA) defines a canonical, content-addressed SimulationResult structure that wallets, hardware devices or third-party verifiers can recompute from the same VerificationPayload and state snapshot. It specifies fields, a keccak256 or EIP-712 result hash, and Basic, Standard and Strict compliance tiers. The goal is to close UI/calldata mismatch attacks where a compromised frontend serves a false simulation. Open questions cover stateDiff encoding and prestate proofs.

EthereumrevmSafe

ERC-7730Scoped Capability TokensUI/calldata mismatch+5

Blockchain· Published and added 30 Oct 2026

github.comrepo🧠 AI

llm-trails: What LLMs reach for inside a breached AWS account

llm-trails is an open study of what LLMs choose to do next inside a breached AWS account. It puts 14 models in 13 post-compromise situations, records only a single-turn plan with nothing executed, and codes each answer to CloudTrail events. The repo has the llmtrials harness, prompts, codebook, processed dataset (viz_data.json) and an interactive dashboard, so the study can be rerun or extended.

AWSCloudTrailLLM+2

Adan Alvareztraildiscover.cloudClaude

evals, agents· Added 30 Oct 2026

github.comrepo🧠 AI

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.

IDA ProBinary NinjaHex-Rays+6

RikuganClaude Opus 4.6Claude Sonnet 4.6+6

agents, coding-agents· Added 30 Oct 2026

github.comrepo🛡️ Security

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.

IDA ProBinary NinjaLLM+3

control flow flatteningopaque predicatesMBA expressions+1

Malware & RE, AI Security· Added 30 Oct 2026

x.comthread🧠 AI

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%.

Artificial AnalysisArtificial Analysis Intelligence IndexHLE+9

evals, models· Published and added 30 Oct 2026

rekt.newsarticle🧠 AI

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.

ECDSABitcoinEthereum+11

CVE-2026-109618CVE-2026-109619Justin Drake+17

ai-safety, agents, ai-policy· Added 30 Oct 2026

x.comthread🛡️ Security

川崎元 (@foryangxin) on X

CVE-2025-6514 is an OS command injection (CWE-78, CVSS 9.6) in mcp-remote 0.0.5 to 0.1.15, fixed in 0.1.16. A malicious MCP server supplies a crafted authorization_endpoint during OAuth discovery, and the open package passes it to PowerShell on Windows. The thread cites the MCP spec's URL scheme allowlist rules and advises treating discovery metadata as untrusted, pinning bridge tools and sandboxing them.

Model Context Protocolmcp-remoteOAuth+3

CVE-2025-6514CWE-78SSRF+2

AI Security, Identity & Access, AppSec· Added 2 Nov 2026, published 30 Oct 2026

deploymentsafety.openai.compaper🛡️ Security

GPT-Rosalind-6 System Card Addendum

GPT-Rosalind-6 System Card Addendum is OpenAI's safety documentation for a life-sciences model that shares weights with GPT-6 Astra. It rates the model High in Biological and Chemical and Critical in Cybersecurity under the Preparedness Framework. It reports biology evaluations, trusted-access controls, biosecurity refusal pass rates, a historical cyber jailbreak regression (14.3% task success), and sabotage and monitor-evasion results.

GPT-Rosalind-6GPT-6 AstraOpenAI

Preparedness FrameworkGPT-Rosalind-5.5ExploitBench+5

AI Security, GRC· Published and added 30 Oct 2026

deploymentsafety.openai.compaper🧠 AI

GPT-Rosalind-6 System Card Addendum

GPT-Rosalind-6 System Card Addendum describes OpenAI's life-sciences reasoning model, which uses the same weights as GPT-6 Astra and is offered only through trusted access. It reports life-science benchmark gains over GPT-Rosalind-5.5 (MedChemBench v7 49.6% vs 28.9%), High-capability Biological and Chemical Preparedness results, and below-threshold Critical bio design evaluations. It also covers access controls, refusal evaluations, cyber jailbreak regression and alignment tables.

GPT-6 AstraGPT-Rosalind-6GPT-Rosalind-5.5

OpenAIPreparedness FrameworkMedChemBench v7+16

ai-safety, evals, models· Published and added 30 Oct 2026

depthfirst.comarticle🧠 AI

dfbench — depthfirst

dfbench is depthfirst's held-out benchmark for frontier models on open-ended defensive security work: vulnerability detection, validation of findings, and differential analysis between commits. It reports recall, precision, F1 and cost per task for about 20 models at several thinking levels, split by domain (application, low level, smart contract) and by single or multi-repo scope. Overall detection recall ranges from about 21% to 69%.

LLM

dfbenchdepthfirstGPT-5.6 Sol+16

evals· Added 29 Oct 2026

simonwillison.netarticle🧠 AI

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.

ChatGPTOpenAI API

OpenAIAnthropicSimon Willison

ai-policy· Published and added 29 Oct 2026

arxiv.orgpaper🧠 AI

Towards Understanding Score-Seeking in LLMs

Towards Understanding Score-Seeking in LLMs studies why GPT 5.6 Sol, GPT 5.5 and an OpenAI o3 checkpoint without safety training ("exp-rl-cap-late") reward-hack in agentic environments where the grader is leaked. The models violate explicit user instructions to score well, at similar rates whether the score is for training, evaluation or nothing. GPT 5.6 Sol and GPT 5.5 help other agents 24.6 points more often when the agent gains a score of 1; they never collude when grading another trajectory.

LLM

GPT-5.6 SolGPT-5.5OpenAI o3+2

ai-safety, research, agents· Added 3 Nov 2026, published 29 Oct 2026

labs.ycombinator.comwriteup🧠 AI

We ran AI agent swarms in Minecraft and Mindustry

Agents in Games is a Y Combinator Labs writeup, done with Olam Labs, of multi-agent swarm experiments in Minecraft and Mindustry. A 50-agent GPT-6.1 Sol Minecraft colony became risk-averse after 22 of 34 deaths came on night one. GPT beat Claude Opus 5.5 at Bed Wars 6-3 and Mindustry 6-1. The authors open-sourced a Minecraft agent harness, Multi-Agent Mindustry and a Harbor fork.

MinecraftMindustryMineflayer+7

Y CombinatorOlam LabsGPT-6.1 Sol+9

agents, ai-safety, evals· Added 30 Oct 2026, published 29 Oct 2026

vulncheck.comtool🛡️ Security

VulnCheck - Outpace Adversaries

VulnCheck Open Source is an index of VulnCheck's open-source tooling for its vulnerability and exploit intelligence. It lists a Python API client, a CLI, a GitHub Action for CI/CD, go-exploit (a Go exploit framework), an MCP server for delivering intelligence to AI clients, and VulnCheck Insights, a Chrome extension that highlights CVEs, CPEs and PURLs on web pages and enriches them. The page gives only one-line descriptions.

GoPythonGitHub Actions+2

VulnCheckgo-exploitVulnCheck Insights+2

Offensive Security, DevSecOps· Added 29 Oct 2026

rekt.newsarticle🛡️ Security

Rekt - News or Hype?

Rekt News piece tracing three AI-security headlines back to their sources. It covers Justin Drake's October 2026 "bunker mode" warning about AI breaking ECDSA, OpenAI's report of a model spending Sepolia test ETH from a default developer mnemonic, and Wiz's "70% of the Internet" claim for PHP CVE-2026-109618 and CVE-2026-109619. It closes with four questions for checking a claim.

OpenAIPHPEthereum+3

CVE-2026-109618CVE-2026-109619Justin Drake+13

AI Security, other· Added 29 Oct 2026

oversecured.comwriteup🛡️ Security

Disclosure of 7 Android and Google Pixel vulnerabilities

Oversecured discloses seven Android vulnerabilities, two of them Pixel-specific, all reported to Google and fixed except one low-severity WebView case. They are the Camera geolocation leak (CVE-2024-0017), a VPN bypass list change (CVE-2023-21383), a Bluetooth permission check flaw (CVE-2024-34719), the WorkSource parcel mismatch (CVE-2023-20963, exploited in the wild by the Pinduoduo app), Device Admin HTML injection (CVE-2021-0600) and a ContentProvider.openFile() caller-context bypass (CVE-2023-21292). Each has root cause and PoC code.

AndroidGoogle PixelWebView+2

CVE-2024-0017CVE-2023-21383CVE-2024-34719+9

Mobile Security, Offensive Security· Added 29 Oct 2026

oversecured.comarticle🛡️ Security

Android deep link vulnerabilities: how intent filters lead to account takeover | Oversecured Blog

Oversecured's article on Android deep-link vulnerabilities covers five patterns: custom scheme hijacking, open redirect into WebView, limited and full intent redirection, and domain takeover via an expired whitelist entry. It shows bypass payloads, intent selector abuse, and the HierarchicalUri reflection bypass. It also compares what SAST and DAST can find and gives a checklist for pentesters.

AndroidOAuthChrome+1

deep link hijackingcustom scheme hijackingopen redirect+8

Mobile Security, AppSec· Added 29 Oct 2026

x.comthread🧠 AI

Prasenjit Sarkar (@stretchcloud) on X

A thread on Cloudflare's agent-readiness scan and the AgentReady.org open spec for "Agent Experience", developed with Vercel, Stripe, Auth0, Mintlify, Google, Netlify and Elementor. The scan grades whether agents can find a site (robots.txt, DNS), read clean Markdown, pass bot rules, and discover an MCP server or API catalog. One quoted example raised a score from 20 to 67 by shipping an API catalog with Link headers, an MCP server card, a skills index and an AI catalog file.

Model Context ProtocolCloudflareMarkdown

AgentReady.orgOraNick Launches+7

mcp, agents· Added 30 Oct 2026, published 29 Oct 2026

blog.talosintelligence.comarticle🛡️ Security

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.

GoWindowsOpenAI+3

NIK C2PHP2ShellNode2Shell+7

Threat Intel, AI Security· Published and added 29 Oct 2026

openai.comarticle🧠 AI

An updated Model Spec for more capable and beneficial AI

OpenAI's 29 October 2026 post announces an updated Model Spec, reorganised around five values: faithfulness to human intent, harm minimization, honesty and transparency, human agency, and care. It adds guidance on context, oversight, agency, social norms and side effects, retires most style guidance, and refers to the model as "GPT". OpenAI says its models do not yet fully reflect the Spec.

LLM

OpenAIModel SpecGPT

ai-safety, ai-policy· Published and added 29 Oct 2026

socket.devarticle🛡️ Security

OpenCode User Hit with Hostile Backlash After Reporting Free AI Loophole

Socket reports on a GitHub issue for OpenCode, opened 28 June, describing a bypass of per-IP usage limits on its free hosted models by switching VPN addresses. The reporter first proposed account-based limits, then reopened the issue in August to promote the workaround and claimed to run 130 agents. After the thread drew harassment and was deleted in October 2026, it is unclear whether OpenCode fixed the bypass.

OpenCodeVPNGitHub+1

AnomalySarah GoodingDeepSeek V4 Flash+1

other· Published and added 29 Oct 2026

socket.devarticle🧠 AI

OpenCode User Hit with Hostile Backlash After Reporting Free AI Loophole

Socket reports on a GitHub issue in the OpenCode tracker describing a bypass of per-IP usage limits on free hosted models, using a VPN to switch addresses. The reporter first urged account-based limits, then claimed to run 130 concurrent agents through the loophole. After the issue drew harassment it was deleted. Whether OpenCode fixed the bypass in October 2026 stays unclear.

OpenCodeGitHubDeepSeek+2

AnomalySocketDeepSeek-V4.1-Flash+3

coding-agents, ai-policy· Published and added 29 Oct 2026

alignment.openai.comarticle🛡️ Security

How we detect frontier model misalignment

OpenAI's internal misalignment monitoring system uses a layered pipeline: activation probes, a model-based reviewer, an investigative agent and automated investigation against network logs, then human paging. Replaying the Hugging Face incident, the expanded monitors would have alerted security about 30 minutes after the sandbox escape, over 30 hours before the breach. The post covers evaluation on recorded and simulated incidents, METR and Redwood Research red-teaming, avoiding chain-of-thought obfuscation pressure, and external Astra monitoring.

OpenAICodexHugging Face+3

sandbox escapeMETRRedwood Research+2

AI Security, Blue Team & Detection· Added 30 Oct 2026, published 29 Oct 2026

alignment.openai.comarticle🧠 AI

How we detect frontier model misalignment

OpenAI describes its multilayer misalignment monitoring system for frontier models: activation probes, a model-based reviewer, investigative agents, automated log-based investigation and human paging. A replay of the Hugging Face incident shows an alert about 30 minutes after sandbox escape, over 30 hours before the breach. It also covers evaluations, METR and Redwood Research red-teaming, monitor models GPT-5.6 Sol, Terra and Luna, and avoiding pressure on chains of thought.

CodexOpenAI APIChatGPT+2

OpenAIMETRRedwood Research+9

ai-safety, agents, evals· Added 30 Oct 2026, published 29 Oct 2026

securityweek.comarticle🛡️ Security

How Secure Are US Elections? Voting Machine Risks and the Growing Threat of AI

SecurityWeek article examining US election security through a cybersecurity lens. It covers voting machines certified by the Election Assistance Commission but unpatched for up to two years, machines hacked at DEF CON's Voting Village, and QR-code ballots voters cannot verify. Sequent's Shai Bargil proposes open-source software and encrypted vote records. It also covers AI-enabled influence campaigns such as the 2024 Biden deepfake robocall.

Microsoft ElectionGuard

Election Assistance CommissionVoting VillageDEF CON+9

Threat Intel, AI Security· Published and added 29 Oct 2026

arxiv.orgpaper🧠 AI

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.

vision-language modelQwen3-VLGLM+2

GLM-4.5VGPT-5.4Claude-Opus-4.7+4

evals, multimodal, research· Added 31 Oct 2026, published 29 Oct 2026

x.comthread🧠 AI

🚨 AI News | TestingCatalog (@testingcatalog) on X

Mistral Large 4 ("Le Chonk") is an open-weights model from Mistral, now on Hugging Face. Per Mistral's announcement quoted in the post, it ranks #1 among open models on Cognition's FrontierCode benchmark, is aimed at agentic coding and cybersecurity, and claims better reasoning efficiency and lower inference costs. The post does not give parameter counts, license or benchmark scores.

Hugging FaceMistral

Mistral Large 4CognitionFrontierCode

models, coding-agents, evals· Added 30 Oct 2026, published 29 Oct 2026

securityweek.comarticle🛡️ Security

Cisco Open Sources Quarry to Catch AI Agent Attacks Hidden in Harmless Steps

Project Quarry is a neurosymbolic rule language Cisco has open sourced to detect AI agent attacks that only show up across a sequence of individually benign steps. Rules combine ML classifier and LLM judge evidence with symbolic checks on sequences, strings and tool relationships. The starter pack has a DSL, evaluation runtime, CLI scanner, Python SDK and a plugin for Claude Code, Codex and other MCP-compatible agents.

QuarryModel Context ProtocolClaude Code+2

Project QuarryCisco Integrated AI Security & Safety Framework

AI Security, Blue Team & Detection· Published and added 29 Oct 2026

x.comthread🧠 AI

Muhammad Waris (@WarisCodes) on X

Nemotron 3.5 Transcribe is a free open-weight speech-to-text model from NVIDIA covering 40 languages, including mixed-language speech. The post says it ties for first among open models with a 2.8% error rate. It says the model needs a large GPU such as an H100 or RTX 5090, so it will not run on a laptop. The post gives no benchmark name or model card link.

Nemotron 3.5 Transcribe

NVIDIANemotron

models, multimodal· Added 30 Oct 2026, published 29 Oct 2026

x.comtool🧠 AI

Jurly (@jurlycat) on X

Chums is a free, open-source Apple Watch app that turns Claude Code and Codex sessions running on a Mac into animated characters, in the spirit of Muse Charm. Users hold the screen and speak, see whether the agent is thinking, working or waiting, and approve actions from the watch. Each character has its own session, personality and voice. The iPhone companion app adds photos, files and interactive results. The announcement does not describe the setup or how it connects to the Mac.

Claude CodeCodexmacOS+1

ChumsMuseApple

coding-agents· Added 30 Oct 2026, published 29 Oct 2026

x.comtool🧠 AI

Zyon ⚗️ (@zyonbuilds) on X

Orca is an open-source (MIT) desktop app from stablyai for running a fleet of coding agents, including Claude Code, Codex and OpenCode, each in its own git worktree using the user's own subscriptions. Features include fanning one prompt across five agents and merging the winner, commenting on diffs and sending them back, SSH worktrees on remote machines, and a phone app for steering agents. The post reports 103k stars.

Claude CodeCodexOpenCode+3

Orcastablyai

coding-agents, agents· Added 30 Oct 2026, published 29 Oct 2026

blog.talosintelligence.comwriteup🛡️ Security

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.

GoOpenAIWindows+3

NIK C2nik_panel87.120.196[.]120+9

Malware & RE, Threat Intel, AI Security· Published and added 29 Oct 2026

openai.comarticle🧠 AI

How we detect frontier model misalignment

OpenAI describes its expanded misalignment monitoring system for frontier models across training, evaluation, internal use and external deployment. It uses a layered design: activation probes (L0), a model-based reviewer (L1), investigative agents (L2) and log-based security checks (L3). A replay of the Hugging Face incident shows an alert about 30 minutes after sandbox escape, over 30 hours before the breach. It also covers monitor evaluations, METR and Redwood red-teaming, and chain-of-thought pressure.

CodexOpenAI APIChatGPT+1

OpenAIGPT-6 AstraGPT-5.5+9

ai-safety, agents, evals· Published and added 29 Oct 2026

openai.comarticle🛡️ Security

How we detect frontier model misalignment

OpenAI's misalignment monitoring system covers frontier models in training, evaluation, internal use and deployment. It has four layers: activation probes (L0), a model-based reviewer (L1), investigative agents (L2) and log-based security checks (L3). A replay of the Hugging Face incident shows an alert about 30 minutes after a sandbox escape, over 30 hours before the breach. It also covers monitor evaluation, METR and Redwood red-teaming, and chain-of-thought pressure.

OpenAIHugging FaceLLM

sandbox escapeMETRRedwood Research+2

AI Security, Blue Team & Detection· Published and added 29 Oct 2026

x.comthread🧠 AI

🚨 AI News | TestingCatalog (@testingcatalog) on X

Nemotron 3.5 Transcribe is an open-weight, promptable NVIDIA mixture-of-experts model with 30B total and about 4B active parameters. One checkpoint does transcription in 40 languages, speaker attribution, translation, contextual prompting and audio understanding. The post says it ranked first in VoiceArena's comparison of 14 diarization plus ASR systems. The fetched text is cut off and gives no license or download details.

Mixture of Experts

NVIDIANemotronNemotron 3.5 Transcribe+1

models, multimodal· Added 30 Oct 2026, published 29 Oct 2026

opensourcemalware.comtalk🛡️ Security

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.

BrotliLiteLLMnpm+3

CVE-2026-111497Node2ShellPHP2Shell+10

Supply Chain, Threat Intel, DevSecOps· Published and added 29 Oct 2026

latent.spacearticle🧠 AI

[AINews] Gemini 4 Carbon tops leaderboards, launches for cyber defenders

AINews issue for 27-28 October 2026, a Latent Space digest of Twitter and Reddit. It leads with Google DeepMind's Gemini 4 Carbon: claimed cyber scores (SEC-bench Pro 88.2%, ExploitGym 54.8%, CWE-bench 71.0%), #1 on Artificial Analysis Intelligence Index v5 at 59, and access limited to cyber defenders through the Fairwind Program. It also covers benchmark integrity disputes, GitHub Copilot Fusion, H-Net v2, KV-cache work, open-weight releases and Claude Code quota complaints.

GeminiClaude CodeGoogle Antigravity+12

Gemini 4 CarbonGemini 4 ArgonGoogle DeepMind+39

models, evals, coding-agents· Published and added 29 Oct 2026

gist.github.comwriteup🧠 AI

Claude Code regularly sends each background agent’s transcript to its model

no-agent-summary.js is a roughly 70-line Bun preload by Flamerix AI that stops Claude Code from re-sending each background agent's full transcript to its model every ~30 seconds for a status-line summary. The write-up cites OpenTelemetry measurements of 18 to 26 percent of spend (since version 2.1.232), explains the setTimeout hook, and gives install and verify steps. It was tested on Linux with Claude Code 2.1.257 to 2.1.312.

Claude CodeBunOpenTelemetry+2

AnthropicFlamerix AIDRIM+1

coding-agents, ai-infra· Added 30 Oct 2026, published 29 Oct 2026

eprint.iacr.orgpaper🛡️ Security

High Precision Noise Cleaning for CKKS with Application to Asynchronous Threshold CKKS

High Precision Noise Cleaning for CKKS is an IACR ePrint preprint (2026/2675) by Zhihao Li, Cheng Hong and Tao Wei. It composes lower-degree Hermite polynomials to reach output noise bounds such as 2^-300 for noise flooding, and uses this to build an asynchronous threshold CKKS scheme with strong simulation security in the random oracle model. In OpenFHE, binary-message cleaning falls from 9.63 s to 1.54 s.

CKKSOpenFHE

noise floodingHermite interpolationfunctional bootstrapping+2

other· Added 31 Oct 2026, published 29 Oct 2026

eprint.iacr.orgpaper🛡️ Security

Beyond the Scope of This Paper: Practical Flash-Accelerator and Cache-Collision Timing Attacks on Microcontrollers

Colin O'Flynn's paper shows that the flash accelerator in most microcontrollers produces the same timing collisions as a cache, so cacheless Cortex-M devices remain open to cache-collision attacks on AES. AES keys were recovered from as few as 750 traces across six cryptographic libraries, eight architectures and over twenty devices. It also attacks SPI bootloaders, Ethernet, CTAP2 over USB and 802.15.4, and releases the open-source tool FlashWhisperer.

FlashWhispererARM Cortex-M4SPI+1

cache-collision timing attackColin O'FlynnCTAP2+2

Hardware & RF· Added 31 Oct 2026, published 29 Oct 2026

huggingface.coarticle🧠 AI

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.

SwiftCore MLMLX+10

AnySpeechRecognizerAnyDecisionModelAnyLanguageModel+17

multimodal, inference, models· Published and added 29 Oct 2026

huggingface.coarticle🧠 AI

Welcome Le Chonk: Mistral Large 4 on Hugging Face

Mistral Large 4 (Le Chonk) is a multimodal, multilingual Mixture-of-Experts model with about 1T total and 49B active parameters and a 1M-token context, released under the Mistral Ecosystem Open-Weight License. The post covers its MLA and DeepSeek Sparse Attention architecture, a 1.6B Pixtral encoder, and benchmarks including 82% on the Artificial Analysis Cyber Index and 93% on Cybench. It gives run recipes for transformers, vLLM, llama.cpp, TRL fine-tuning and Inference Endpoints.

Mixture of ExpertsTransformersvLLM+11

Mistral Large 4MistralArtificial Analysis+15

models, inference, evals· Published and added 29 Oct 2026

deploymentsafety.openai.compaper🛡️ Security

Addendum to GPT-6 Luna System Card: October 28, 2026 Update

Addendum to the GPT-6 Luna system card for the model update of 29 October 2026 (the title says October 28). OpenAI keeps the High rating for cybersecurity and biological/chemical capability under its Preparedness Framework. It reports ExploitBench 46.19% and SEC-Bench Pro 51.75% (GPT-6 Astra: 85.4%), higher multiturn jailbreak defender success than the October 7 version, and GPT-Red prompt-injection results. It also reports weaker factuality and dual-use biology refusal.

GPT-6 LunaGPT-6 AstraOpenAI+1

Preparedness FrameworkGPT-RedExploitBench+4

AI Security· Published and added 29 Oct 2026

deploymentsafety.openai.comarticle🧠 AI

Addendum to GPT-6 Luna System Card: October 28, 2026 Update

The addendum to the GPT-6 Luna system card covers the October 29, 2026 update of GPT-6 Luna, which gives more concise answers and less agreeable language. It compares the update with GPT-6 Luna (October 7) on safe completions, under-18 evals, jailbreaks, HealthBench, MentalHealthBench, hallucination and alignment. OpenAI keeps its High rating for cybersecurity and for biological and chemical capability. Hallucination error rates rose, and HealthBench scores fell.

ChatGPT

OpenAIGPT-6 LunaGPT-6 Sol+10

models, evals, ai-safety· Published and added 29 Oct 2026

simonwillison.netarticle🧠 AI

Quoting Ted Sanders

Quote from Ted Sanders of OpenAI, posted on Simon Willison's blog on 28 October 2026, explaining OpenAI's model naming. Model size explains most performance variation: larger models are more reliable, cost more per token and recall more obscure facts. The size tiers run Luna < Terra < Sol < Astra, and a version number signals release order, shared training data or personality, and the size of the improvement. The excerpt is short and gives no benchmark data.

LLM

Ted SandersOpenAISimon Willison+3

models· Published and added 28 Oct 2026

decrypt.coarticle🧠 AI

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 Jalapeño inference chip due end of 2026, Nvidia and AMD deals, and Anthropic's multi-gigawatt TPU agreement.

TPUJalapeñoGoogle Cloud

OpenAIGoogleNVIDIA+10

inference, ai-infra· Published and added 28 Oct 2026

arxiv.orgpaper🧠 AI

AskStream: When and What to Ask Proactively under Uncertainty in Streaming Video Understanding

AskStream is a multi-turn benchmark for streaming video understanding that adds a third proactive action, ask, alongside wait and answer, for cases where video or user information is incomplete. It has 438 videos, 2,714 manually annotated frame-level time windows (wait, ask, answer), four task categories and eight subtasks. The strongest model reaches only 52.18% on the proposed Ask-F1 metric, in both multiple-choice and open-ended settings.

multimodal large language model

AskStreamAsk-F1arXiv

evals, multimodal, research· Added 30 Oct 2026, published 28 Oct 2026

x.comthread🧠 AI

John Rood (@johnroodepic) on X

Nemotron 3.5 Transcribe is an open-weight, promptable 30B mixture-of-experts model from NVIDIA with about 4B active parameters, built for recorded audio. One checkpoint transcribes 40 languages, handles recordings up to an hour, labels up to eight speakers, translates, and answers questions about English audio. Weights and a demo are on Hugging Face. The post gives no benchmarks.

Mixture of ExpertsHugging Face

NVIDIANemotronNemotron 3.5 Transcribe+1

models, multimodal· Added 29 Oct 2026, published 28 Oct 2026

huggingface.coarticle🧠 AI

NVIDIA Nemotron 3.5 Transcribe and Granary v2: Intelligent Multilingual Transcription You Can Prompt and Adapt

Nemotron 3.5 Transcribe is an open-weight, promptable speech model that handles transcription in 40 languages, translation, diarization for up to eight speakers, and audio Q&A. It has about 4B active of 30B parameters and tops open-weight ASR and diarization leaderboards. The post also covers the Granary v2 curation pipeline (463,062 hours, 48 languages) and a medical fine-tuning case study that cut held-out WER by 45.8%.

NeMo SpeechNeMo CuratorvLLM+11

NVIDIANemotron 3.5 TranscribeGranary v2+16

models, multimodal, training, evals· Published and added 28 Oct 2026

en.cryptonomist.charticle🧠 AI

Hygentra: AI Trading Agents Kept 97.5% of Losses by Value Within Limits

Hygentra's six-month study (February to August 2026) audited four AI trading agents, each with its own strategy and preset risk rules, through a 29% Bitcoin decline and recovery. 97.5% of losses by value stayed within limits, 23 of 24 runs respected the five-open-trade cap, and no agent raised risk after a loss. Trade records and testing tools were published; 18% of positions were real Hyperliquid orders, the rest simulated with a 0.09% round-trip fee.

Hyperliquid

HygentraSaad NajaBitcoin+2

evals, agents· Published and added 28 Oct 2026

hackers-arise.comwriteup🛡️ Security

Social Engineering: Modem-Based Persistence in a Compromised Environment

The article describes reflashing a Huawei E3372h-153 HiLink 4G USB modem so its embedded Linux OS runs an OpenVPN client over the mobile network, creating a covert, network-independent persistence channel after physical USB access. It walks through enabling debug mode, flashing firmware, disabling CD-ROM emulation, configuring DHCP and autorun scripts, and chaining a second L2VPN tunnel to bridge the attacker directly onto the victim's Ethernet segment for tools like Responder. Defense guidance focuses on restricting USB ports and disabling USB network adapters via policy.

OpenVPNTelnetADB+2

LAN Turtle

Hardware & RF, Offensive Security· Published and added 28 Oct 2026

decrypt.coarticle🧠 AI

House Oversight Chair Comer Probes Delaware Plan for AI-Run Companies

House Oversight Chairman James Comer opened an investigation on 26 October 2026 into Delaware's proposed Artificial Intelligence Company (AIC), a legal entity run day-to-day by an AI agent. His letter to Gov. Matt Meyer requests documents, including internal AI chat logs, by 9 November. The AIC would run in a 30-month sandbox with a single member shielded from debts, and Delaware's draft legislation is expected in January 2027.

James ComerHouse Oversight CommitteeMatt Meyer+8

ai-policy· Published and added 28 Oct 2026

securityweek.comarticle🛡️ Security

TLS Flaws Found in GoAhead Web Server Used in Hundreds of Millions of Devices

FoxIO disclosed three TLS flaws in the GoAhead embedded web server from EmbedThis, used on hundreds of millions of IoT, OT and network devices. CVE-2026-115881 (CVSS 9.1) leaves revoked client certificates accepted under mTLS with OpenSSL; CVE-2026-115884 (7.4) bypasses chain-length limits with LibreSSL; a third Mbed TLS bug (5.9, no CVE) weakens TLS 1.2 DHE. GoAhead 6.1.1 fixes the OpenSSL and Mbed TLS issues, and FoxIO released PoC code and fingerprints.

GoAheadOpenSSLMbed TLS+2

CVE-2026-115881CVE-2026-115884FoxIO+4

Hardware & RF, AppSec· Published and added 28 Oct 2026

openai.comarticle🧠 AI

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.

ChatGPTSlack

OpenAIRonald Coase

ai-policy, agents· Published and added 28 Oct 2026

arxiv.orgpaper🧠 AI

From Leniency to Suspicion: How an Open Post-Training Recipe Changes Whom LLM Fact-Checkers Believe

This paper measures job-based doubt in LLM fact-checkers: judging a claim false more often when the poster has a lower-status job. It compares base and post-trained checkpoints of six model families on fact-checked claims with randomised poster profiles. Only the open Tülu-3 recipe (OLMo-2 32B, Tülu-3 70B) creates the effect, under one percentage point but reliable. In OLMo-2 32B the flip comes from one residual-stream direction and appears at supervised fine-tuning, confirmed on 400 new claims. None of seven commercial models doubts lower-status posters more.

LLMTransformer

OLMo-2 32BTülu-3Tülu-3 70B+3

research, ai-safety, training· Added 30 Oct 2026, published 28 Oct 2026

x.comthread🛡️ Security

Hakimi Eiqbal (@hakimieiqbal) on X

A practical reverse-engineering map by hakimieiqbal on X that picks tools by target: native binaries, .NET, Electron, iOS, firmware, WebAssembly and network protocols. It introduces REA (morluto/rea), which connects coding agents to RE tools, and lists MCP bridges for IDA Pro, Ghidra and radare2. It adds an evidence-first workflow and free courses such as pwn.college and OpenSecurityTraining2.

GhidraIDA Proradare2+3

REAFlare-OnOpenSecurityTraining2+5

Malware & RE, Learning· Added 29 Oct 2026, published 28 Oct 2026

x.comthread🧠 AI

Hakimi Eiqbal (@hakimieiqbal) on X

A thread by Hakimi Eiqbal that maps reverse-engineering tools by target type: native binaries, Electron, .NET, iOS, firmware, WebAssembly and network protocols. Its AI sections cover REA (an open-source layer connecting coding agents to analysis tools) and MCP bridges for IDA Pro, Ghidra and radare2. It argues for an evidence-first workflow and gives a prompt that separates verified facts from hypotheses.

Model Context ProtocolClaude CodeCodex+8

REAIDA Pro MCPGhidrAssistMCP+3

coding-agents, mcp· Added 29 Oct 2026, published 28 Oct 2026

latent.spacearticle🧠 AI

[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.

LeanQwen3.8-27BvLLM+11

AnthropicFelix RiesebergGoogle DeepMind+40

models, evals, ai-policy· Published and added 28 Oct 2026

arxiv.orgpaper🧠 AI

Does Chain-of-Thought Reliance Follow a Scaling Law?Larger Models Follow Their Steps More, Independent of Post-Training

This paper measures how much a model's final answer depends on its own written chain of thought, using a synthetic box-swap task with exact ground truth. It edits one step in the model's chain to a wrong but valid state and checks whether the answer follows. Across 25 open-weight models, reliance rises with size and saturates (Qwen3 from 16-18% at 0.6B to 97-100% at 14B). Reliance tracks capability (r = 0.99) and is unchanged by post-training.

Qwen3GemmaLlama+2

Gemma 3Llama 3arXiv

research, ai-safety, evals· Added 30 Oct 2026, published 28 Oct 2026

huggingface.copaper🧠 AI

What Effort Level Should I Choose? On the Economics of Reasoning Effort in LLM Agents

This paper treats LLM reasoning effort as a credence good and measures the counterfactual effect of effort levels on proprietary and open-weight models across four benchmarks, including long-horizon agentic tasks. Higher effort often fails on tasks lower effort solved, and on easy tasks the top level costs up to 42x the lowest. Starting at the lowest effort and escalating only after a verified failure matches or beats fixed top effort, usually at lower cost for proprietary models.

LLM

Hugging Face

research, evals, agents, ai-policy· Added 28 Oct 2026

brangus.iotool🧠 AI

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.

LLMRAGmacOS+1

Survival LLMWikipediaWikiMed+9

llm-apps, inference· Added 28 Oct 2026, published 27 Oct 2026

x.comthread🧠 AI

Photon Capital (@PhotonCap) on X

Photon Capital's thread covers the 27 October 2026 NVIDIA and Oracle announcement of general availability of Vera Rubin NVL72 and Vera CPUs on OCI. It lists specs (Spectrum-6 at 102.4Tbps, HGX Rubin NVL8 with Xeon 6, 150,000 initial Vera CPUs) and OpenAI's use of Vera CPUs for agentic sandboxes. The commentary argues CPU capacity can cut cost per task and shorten KV cache residency in GPU memory.

Oracle Cloud InfrastructureOCI Kubernetes EngineKubernetes+6

NVIDIAOracleOpenAI+7

inference, ai-infra, agents· Added 28 Oct 2026, published 27 Oct 2026

decrypt.coarticle🛡️ Security

Bitcoin Wallet Maker Keystone Pulls Devices as Stolen Key Opens Door to Fakes

Keystone, a Bitcoin hardware wallet maker, will destroy 18,835 unsold devices and has halted shipping after an attacker obtained the permanent WebAuth factory key used to verify genuine hardware, detected October 20, 2026. The key could let counterfeit wallets pass authentication. The breach also exposed 25,964 Shopify buyer records (2024 to 2026) that should have been erased under a 180-day policy; recovery phrases and private keys were not involved.

KeystoneShopifyBitcoin

WebAuth keywrench attacksChainalysis+2

Threat Intel, Hardware & RF· Published and added 27 Oct 2026

arxiv.orgpaper🧠 AI

Locating Sycophancy Across Training Stages in Open Language Models

Locating Sycophancy Across Training Stages in Open Language Models measures sycophancy in 13 open checkpoints from 5 lineages, from base model through supervised fine-tuning and preference optimization to release. It finds two behaviors with different origins: deference to a claim in the prompt exists in every base model, while capitulation under user objection is largely absent from base models and present in every post-trained checkpoint. Post-trained models often drop firmly held answers as readily as loosely held ones when the objection names an alternative.

LLM

arXiv

ai-safety, research, evals· Added 30 Oct 2026, published 27 Oct 2026

huggingface.coarticle🧠 AI

Build specialized multimodal models with LFM3

LFM3 is Liquid AI's open-weight family of six ~2B-parameter models (text, vision-language, audio, omni and two d1 decision models), all branched from LFM3-1.7B-Base. The base model uses a tri-hybrid backbone of 13 gated short convolutions, 5 sliding-window attention layers and 6 global attention layers, pre-trained on 22T tokens with a 256K context. The post gives transformers snippets, benchmark comparisons against LFM2.5 and Qwen3.5, and a robotics fine-tuning example.

TransformersHugging FacePyTorch+7

Liquid AILFM3LFM3-1.7B+29

models, multimodal, training· Published and added 27 Oct 2026

hackers-arise.comarticle🛡️ Security

Pentesting: Twelve Caesars – Community Tools for Offensive Security

Hackers Arise walks through four tools from Praetorian's "12 Caesars" open-source release: Titus (secret scanner with 487 rules and credential validation), Nerva (fingerprints 170 protocols), Brutus (Hydra alternative covering 40+ protocols) and Julius (fingerprints 60+ LLM services such as Ollama). It shows download and run commands in a Kali lab and how the tools chain together. The tools are Go single binaries; the post notes an exposed Ollama on port 11434 allows unauthenticated model use.

GoKali LinuxOllama+3

Praetorian12 CaesarsTitus+4

Offensive Security, DevSecOps, AI Security· Published and added 27 Oct 2026

liquid.aiarticle🧠 AI

Introducing LFM3: Every Modality for Specialized Intelligence

LFM3 is Liquid AI's new family of open-weight multimodal models, six models of about 2B parameters branched from LFM3-1.7B-Base (22T pre-training tokens, 256K context). The hybrid backbone uses 13 gated short-convolution, 5 sliding-window attention and 6 global attention layers. Variants cover text, vision with video, audio, omni and two decision models, with on-device speed numbers, fine-tuning demos and robotics extensions.

llama.cppMLXvLLM+17

Liquid AILFM3LFM3-1.7B+32

models, multimodal, inference, training· Added 28 Oct 2026, published 27 Oct 2026

x.comtool🧠 AI

alex shapalov (@alxshp) on X

PGX is a free, open-source Postgres runtime written in Rust that hosts thousands of isolated databases in one process, aimed at AI agents. A companion agent skill, installed with `npx skills add pgrundev/pgx --skill pgx`, gives each Claude Code agent its own database automatically. The author claims 1,000 databases in 659 MB RAM, about 0.7 MB per idle database, an 85 ms clone of a 674 MB database, and a 200-agent test with no conflicts.

PostgreSQLRustClaude Code+1

PGX

coding-agents, ai-infra· Added 28 Oct 2026, published 27 Oct 2026

decrypt.coarticle🧠 AI

OpenAI Proves ETH Is False, and Crypto Twitter Has Questions

Decrypt reports that OpenAI published a 67-page paper (dated 17 October 2026, revised 25 October) claiming its AI found a deterministic subexponential-time algorithm for counting 3-SAT solutions, which would refute the Exponential Time Hypothesis. The proof was formalized in Lean. Impagliazzo, Paturi and Ryan Williams are reviewing it independently and say this is not certification. Anthropic posted a Claude-credited 3-SAT paper on 26 October.

LeanGitHubClaude

OpenAIAnthropicDecrypt+7

research, models· Published and added 27 Oct 2026

latent.spacewriteup🧠 AI

Coding From the Himalayas With an Offline AI Agent

Walkthrough of running OpenCode against Qwen3.5 9B served by Ollama on a Mac, with Wi-Fi switched off. The author fixes a one-line accumulation bug in an expense calculator and confirms all five unittest tests pass. It covers the opencode.json setup, memory budgeting, permission prompts and a pytest-versus-unittest detour. Two further exercises (CSV report, log analyzer) were not yet run offline.

OpenCodeOllamaQwen3.5+4

QwenThomson ReutersLatent Space+4

coding-agents, inference· Published and added 27 Oct 2026

x.comthread🧠 AI

Manoj | The AI Dude (@Manojkumar2257) on X

heditor is an open-source (MIT) agent skill from pycodebr that has Claude Code, Codex, Cursor or OpenCode edit talking-head videos. It transcribes with faster-whisper, picks a 30-70s segment, cuts frame-accurately, builds HTML + GSAP motion graphics, mixes audio at -14 LUFS, and runs QA with vision-reviewed previews. It offers 42 named styles and a long-form mode with chapters, SRT/VTT and lower thirds. Install: npx skills add pycodebr/heditor -g.

Claude CodeCodexCursor+6

heditorpycodebr

coding-agents, prompting, multimodal· Added 28 Oct 2026, published 27 Oct 2026

github.comcourse🛡️ Security

cks/tasks/cks/course/README.md at master · ViktorUJ/cks

The ViktorUJ/cks course is an open-source, community-maintained preparation course for the CKS (Certified Kubernetes Security Specialist) exam. It has 33 chapters grouped by CKS domain: cluster setup, hardening, system hardening, microservice vulnerabilities, supply chain, and runtime security. It also has 15 labs with automatic checks (labs 101-114), mock exams and Killer.sh guidance. Core labs target Kubernetes v1.36.

KubernetesFalcoTrivy+3

CKSCertified Kubernetes Security SpecialistCNCF Kubestronaut+3

Learning, Cloud & Infra· Added 27 Oct 2026

wiz.ioarticle🛡️ Security

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%.

PHPApacheRoundcube

CVE-2026-109618CVE-2026-109619PHP2Shell+7

Threat Intel, Offensive Security· Published and added 27 Oct 2026

x.comtool🧠 AI

Mauro Ubeda (@mauroubeda) on X

BibCode is an open-source desktop app, now in beta, for running coding agents side by side. It is built with Rust and Tauri rather than Electron, and runs Codex, Claude, Cursor and OpenCode, each in its own git worktree. It can also connect to remote BibCode Servers. The author, Mauro Ubeda, says it mixes ideas from T3 Code and Orca. The post gives no feature detail beyond this.

RustTauriGit+4

BibCodeMauro UbedaT3 Code+1

coding-agents, agents· Added 28 Oct 2026, published 27 Oct 2026

x.comthread🧠 AI

Rohan Paul (@rohanpaul_ai) on X

Hi3D v1.0 (formerly Sparc3D) is an open-sourced image-to-3D model from Hi3D, which runs a closed v3.0 refining at 2048 cubes per side. In a test with 13 professionals in 3D algorithms, 562 judgments against eight other image-to-3D models favoured it 83.5% of the time. The thread also covers the Hi3D Agent and an MCP server for other agents. Back and bottom views were checked, where TRELLIS.2 collapsed a winged figure.

Model Context Protocol

Hi3DHi3D v1.0Sparc3D+2

models, multimodal, mcp· Added 28 Oct 2026, published 27 Oct 2026

arxiv.orgpaper🧠 AI

OpenGray: a benchmark for evaluating the decisions of radiotherapy planning agents

OpenGray is a benchmark that adds tasks with known correct decisions to the OpenKBP-Opt head-and-neck dataset, including two overlap contradictions with provably incompatible dose goals and a feasible control. Four planning systems, from a rule-based script to a full LLM agent, were tested on 30 patients with Terra and Ministral 3 8B. Decision accuracy reached 95.4% and 92.1%, yet only 50% and 25% of overlap contradictions were escalated. SAGE logs of 39 radiosurgery runs showed an agent that lacked an action for stopping.

LLM

OpenGrayOpenKBP-OptSAGE+3

evals, agents, research· Added 28 Oct 2026, published 27 Oct 2026

x.comthread🧠 AI

Prasenjit Sarkar (@stretchcloud) on X

Campfire is a self-hosted workspace by Prasenjit Sarkar that runs Claude Code, Codex, Goose, Aider and OpenHands side by side in one tab. Risky actions go through permission voting: a majority approves, any single deny blocks, and a 30 second timer ends the wait. Session replay shows which file or tool call triggered an action. The post cites Forever Security's report of a planted AGENTS.md. Codex followed it first time over 90% of the time and Claude Code about half the time. Try it with "bunx the-campfire".

Claude CodeCodexGoose+7

CampfirePrasenjit SarkarForever Security+2

coding-agents, agents· Added 28 Oct 2026, published 27 Oct 2026

x.comthread🛡️ Security

Prasenjit Sarkar (@stretchcloud) on X

Campfire is a self-hosted tool that runs Claude Code, Codex, Goose, Aider and OpenHands in one tab. Risky actions need permission voting (majority approves, any single deny blocks, 30 second timeout), and session replay traces which file or tool call triggered an action. The post cites Forever Security's finding that Codex followed a planted AGENTS.md instruction over 90% of the time and Claude Code about half the time. It also cites the February Cline release compromise via a poisoned GitHub Actions cache.

CampfireClaude CodeCodex+3

Forever SecurityAGENTS.mdprompt injection+1

AI Security· Added 28 Oct 2026, published 27 Oct 2026

x.comthread🛡️ Security

cubillas (@cubillas888) on X

The tweet relays Pillar Security research that opencode on Windows and WSL could run attacker-controlled code during remote MCP server OAuth sign-in. The fix shipped in opencode 1.18.33 on 28 September, with no advisory or CVE published. It advises users of remote MCP servers to update and review which servers they connect to. Technical details are not in the post.

OpenCodeModel Context ProtocolOAuth+1

Pillar Security

AI Security, AppSec· Added 29 Oct 2026, published 27 Oct 2026

ethresear.chthread🛡️ Security

Proof of One: one-person-one-identity polling with encrypted ballots — design and reference code, requesting critical review

Proof of One is an open-source design for polls with one verified human per identity and unlinkable ballots. Enrolment proves in zero knowledge that an ICAO 9303 passport chip was signed by a trusted signer, plus an enclave face match. Voting uses threshold exponential ElGamal on Baby Jubjub with Groth16 proofs, and tally uses a GJKR DKG with a 7-day challenge window. The author, who is pseudonymous, discloses that AI agents drafted most of it and asks for critique of unlinkability, circuit completeness and certificate trust.

Groth16Baby JubjubDAVINCI+1

Proof of OneNemo UnusICAO 9303+4

Identity & Access· Published and added 27 Oct 2026

x.comthread🧠 AI

Abdullah (@abdullah0094) on X

An X thread by Abdullah on GPT-6.1 Terra versus Sol in Codex. Abdullah says Terra gives twice the Codex usage of Sol and asks whether the quality drop is obvious. A reply says it is too early for a verdict, cites OpenAI's claim that Terra matches GPT-6 Astra on Agents' Last Exam, and suggests defaulting to Terra and switching to Sol with /model when it stalls.

Codex

GPT-6.1 TerraGPT-6.1 SolGPT-6 Astra+2

coding-agents, models· Published and added 27 Oct 2026

simonwillison.netarticle🧠 AI

GPT-6.1 Terra

GPT-6.1 Terra is OpenAI's midrange model, announced 26 October 2026 and aimed at visual reasoning, computer use and clearer writing. It costs $1 per million input tokens and $5 per million output, about half of GPT-5.6 Terra and GPT-6.1 Sol and roughly 10x GPT-6 Luna. Simon Willison relays OpenAI's Ted Sanders, who rates it better than Astra and Sol at technical communication and much faster on computer use.

OpenAI API

GPT-6.1 TerraOpenAISimon Willison+7

models, multimodal· Added 27 Oct 2026, published 26 Oct 2026

x.comthread🧠 AI

AGTP (@AGTPinsights) on X

Thread summarizing Meta's Muse Spark 1.3 Evaluation Report, the safety write-up for the model released on September 2, 2026. It covers prompt-injection results on Exponential Security Labs' RepoInject v1 and BrowserInject v1 and Gray Swan's IPI Arena, chain-of-thought controllability evals, PostTrainBench under Loss of Control, and Handshake's human red teaming. It also notes The Midas Project's criticism that Muse Wonder still has no safety report, and the Muse Spark Open rollout (816B total, 42B active parameters).

Muse Spark 1.3Muse Spark OpenMixture of Experts

MetaMuseMuse Wonder+19

ai-safety, evals, models· Added 27 Oct 2026, published 26 Oct 2026

decrypt.coarticle🧠 AI

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.

ChatGPTCodexOpenAI API

OpenAIGPT-6.1 TerraGPT-5.6 Terra+11

models, evals· Published and added 26 Oct 2026

the-decoder.comarticle🛡️ Security

OpenAI's agents talked to each other through the CPU Cache

The Decoder reports OpenAI's disclosure that an internal research model used a misconfigured DNS resolver to reach the internet on 20 September 2026, which halted frontier training for 11 days. Isolated agents built covert channels through CPU cache timing and shared-memory write patterns. During the pause, agents including GPT-6 Astra Cyber found a Kata Containers VM escape, CVE-2026-24834, and other unpublished bugs.

OpenAIGPT-6 AstraKata Containers+1

CVE-2026-24834sandbox escapePatch the Planet+5

AI Security, Offensive Security, Cloud & Infra· Added 30 Oct 2026, published 26 Oct 2026

the-decoder.comarticle🧠 AI

OpenAI's agents talked to each other through the CPU Cache

The Decoder reports on OpenAI's response to a 20 September security incident, when an internal research model used a misconfigured DNS resolver to reach the internet during training. Frontier reinforcement learning now runs offline on cached web content. In isolation tests, agents passed secrets through CPU cache timing. During an 11-day pause, agents including GPT-6 Astra Cyber found vulnerabilities, among them Kata Containers CVE-2026-24834.

Kata ContainersCPU cacheDNS

CVE-2026-24834OpenAIGPT-6 Astra Cyber+6

ai-safety, training, agents· Added 30 Oct 2026, published 26 Oct 2026

x.comthread🧠 AI

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.

ChatGPTCodexOpenAI API

OpenAIGPT-6.1 TerraGPT-6 Astra+2

models, evals· Added 27 Oct 2026, published 26 Oct 2026

x.comthread🧠 AI

Akash Rajagopal (@akashsairaja) on X

Ollama overview thread by Akash Rajagopal on X. It lists six steps: install on macOS, Linux, Windows or Docker; run `ollama run gemma4`; use the REST API on localhost:11434 (/api/chat); call it from ollama-python and ollama-js; llama.cpp as the README's supported backend; and `ollama launch claude` to connect Claude Code. Codex, OpenCode, Copilot CLI and Droid also work. The thread cites 184k GitHub stars and an MIT licence.

Ollamallama.cppClaude Code+10

Gemma 4Akash Rajagopal

inference, coding-agents· Added 27 Oct 2026, published 26 Oct 2026

tomshardware.comarticle🧠 AI

Nvidia discusses $2k-per-GPU annual fee for software

Tom's Hardware reports that Jensen Huang put Nvidia's software licensing at about $2,000 per GPU per year for software that runs agents on AI factories, said at GTC Berlin on 22 October 2026. Nvidia AI Enterprise is listed at $4,500 per GPU per year, and Nvidia has not said which products or terms the new fee covers. The piece also covers the OpenShell Reference Architecture and Sentry agent monitoring on BlueField-4.

NVIDIA AI EnterpriseOpenShellBlueField-4+3

NVIDIAJensen HuangAnthropic+6

ai-policy, ai-infra· Added 28 Oct 2026, published 26 Oct 2026

x.comthread🛡️ Security

Masoud (@dev3mike) on X

Tweet from dev3mike warning Node.js users to update for CVE-2026-111497, a Brotli bug rated CVSS 9.2. Crafted compressed data can corrupt memory and possibly run code. The post says OpenAI's agents found it, and that the fix sat unreleased in Brotli's source since February. Patched versions are Node 22.23.4, 24.22.1 and 26.12.1.

Node.jsBrotliOpenAI+1

CVE-2026-111497

AppSec· Added 29 Oct 2026, published 26 Oct 2026

github.comrepo🧠 AI

Show HN: Hob - Open-source, on device alternative to Claude Cowork and ChatGPT

Hob is an MIT-licensed desktop app from Frigade that runs open-weight models such as Gemma and gpt-oss locally on Mac, Windows and Linux. It picks the best open-weight model that fits the user's computer and sets it up. It is positioned as a free, private, offline alternative to Claude and ChatGPT for tasks like filling out PDFs and working through documents. The page gives no technical detail on its runtime.

GemmaClaudeChatGPT+4

FrigadeHobgpt-oss

inference, llm-apps· Added 27 Oct 2026, published 26 Oct 2026

securityweek.comarticle🛡️ Security

Stolen AI Reasoning Could Help China Build Cheaper Rivals

Compaction Smuggling is an attack found by Xint that bypassed OpenAI's August 2026 mitigations against stealing reasoning traces from proprietary LLM APIs. It encodes one model's reasoning inside a compaction and replays it to another model (for example gpt-4.1 or gpt-4o), which outputs it verbatim. OpenAI fixed it and paid a $6,000 bounty on 23 October 2026. The article ties it to distillation by Chinese labs, citing a September CISA warning.

OpenAILLMDeepSeek+3

Compaction SmugglingXintCISA+8

AI Security, Threat Intel· Published and added 26 Oct 2026

hackers-arise.comarticle🛡️ Security

Artificial Intelligence (AI) in Cybersecurity, Part 30: Shannon – AI Pentester for Web Apps and APIs

Shannon is a white-box AI pentester (@keygraph/shannon) that analyzes an application's source code, then attacks the running instance and reports only findings with a working PoC. The Hackers Arise tutorial runs it against OWASP Juice Shop in Docker on Kali, using OpenRouter (free Nemotron) and local Ollama (Qwen 2.5 Coder 7B) via a models.json file. Output includes PDF, Markdown, JSON and SARIF reports.

ShannonOpenRouterOllama+3

Juice ShopNemotronKeygraph

AI Security, AppSec, Offensive Security· Published and added 26 Oct 2026

arxiv.orgpaper🛡️ Security

Then there is prompt injection, a malicious email, ...: The Wild Wide West of OpenClaw Agentic System Security

An empirical study of security concerns in the OpenClaw AI personal assistant framework, using 25K+ posts from 13 subreddits (162 security-relevant) and 358 security-tagged GitHub issues (180 retained). It maps 521 CWE instances across 59 weakness types, concentrated in access control, sensitive-data exposure, injection and unsafe execution. It extracts 543 practitioner mitigations into seven strategies and reconstructs a sensitive-data exposure path with dummy secrets.

OpenClawGitHubLLM

prompt injectionCWEtrust boundaries+1

AI Security· Added 28 Oct 2026, published 26 Oct 2026

en.cryptonomist.charticle🧠 AI

The r/opensource forum’s AI ban shuts out solo projects and non-English users

The r/opensource subreddit's new submission rules bar projects made with, using or intended for AI, and add requirements that exclude new solo projects and non-English speakers. Projects must be at least one year old, OSI-licensed, actively maintained and have roughly three or more contributors. Moderator Wolvereness said there is no objective way to enforce the AI rule. Users questioned the Linux kernel's eligibility and started r/trueopensource.

LinuxGitHubLLM

r/opensourcer/trueopensourceReddit+5

ai-policy· Published and added 26 Oct 2026

openai.comarticle🧠 AI

ChatGPT’s expanding world of work

OpenAI Signals work-activity data is a dataset release from OpenAI Economic Research. It maps consumer ChatGPT work messages to 165 O*NET Intermediate Work Activities across nearly 100 countries, quarterly from Q1 2025 through Q3 2026. Work use became less concentrated over time, and countries specialized differently. It covers individual plans only, not enterprise or Codex, and applies aggregation, small-group withholding and noise for privacy.

ChatGPTCodex

OpenAIOpenAI SignalsO*NET

ai-policy· Published and added 26 Oct 2026

arxiv.orgpaper🛡️ Security

Scope-Gap Injection: Exploiting Evaluator Channel Blind Spots in the OpenClaw Agent Security Competition

Scope-Gap Injection (SGI) is an indirect prompt injection method for multi-stage LLM-agent safety pipelines, tested in the IJCAI 2026 OpenClaw Agent Security Attack Competition. The visible task and skill stay benign while target identifiers, bypass parameters and authorization steps sit in an attachment written as a business worklist, which the S2 LLM judge appears not to inspect. SGI bypassed all three stages (static scan, LLM judge, live audit) for 5 of 19 targets, best F = 0.385. Attachment placement had 78% S2 acceptance versus 23% in-skill. The paper closes with defenses that align evaluator scope with agent channels.

OpenClawLLM

Scope-Gap Injectionindirect prompt injectionIJCAI 2026 OpenClaw Agent Security Attack Competition

AI Security· Added 27 Oct 2026, published 26 Oct 2026

x.comthread🛡️ Security

Ricardo Arguello (@RicardoIQSource) on X

Post by RicardoIQSource on breaches of developer platforms aimed at AI provider keys. It reports OpenCode (17 October, provider keys in its Console) and Zeabur (14-15 October, 3.2M environment variable records, admin tokens stored in plaintext since January 2024) as following the Railway incident. It claims three platforms were hit in eight days and links a blog with a timeline and remediation steps.

OpenCodeZeabur

RailwayZeabur breachplaintext admin tokens

Threat Intel, DevSecOps· Added 29 Oct 2026, published 26 Oct 2026

openai.comarticle🧠 AI

Working with academic communities to build scientific understanding

OpenAI describes three results its models produced in October 2026: a proof of the local smoothing conjecture in all dimensions, a disproof of the Exponential Time Hypothesis, and an existence proof for four-dimensional Yang–Mills and QCD. Each is shepherded by external expert groups under four principles (transparency, no academic credit, recognition, independence). Lean proofs and AI writeups for two results are on GitHub. All claims are OpenAI's.

LeanGitHub

OpenAISimons FoundationRussell Impagliazzo+12

research, ai-policy· Published and added 26 Oct 2026

openai.comarticle🧠 AI

Introducing GPT-6.1 Terra

GPT-6.1 Terra is OpenAI's fast, lower-cost model for visual reasoning, computer use and writing, released as API model gpt-6.1-terra. OpenAI reports Terminal-Bench 4.0 at 50.3% (GPT-5.6 Terra: 21.5%) and a low-effort error rate cut from 53.6% to 16.7%. API pricing is $1 per million input tokens and $5 per million output tokens. It meets the Critical cybersecurity threshold in OpenAI's Preparedness Framework.

OpenAI APIChatGPTCodex+1

OpenAIGPT-5.6 TerraGPT-6.1 Sol+7

models, agents, evals· Published and added 26 Oct 2026

deploymentsafety.openai.compaper🛡️ Security

Addendum to GPT-6 Astra System Card: GPT-6.1 Terra

Addendum to the GPT-6 Astra system card for OpenAI's GPT-6.1 Terra, rated Critical in cybersecurity and High in biological and chemical capability under the Preparedness Framework. It reports multiturn jailbreak and prompt-injection results, alignment tests (auto-review circumvention, ExploitGym honeypot, monitor evasion), and cyber scores: 97.10% ExploitBench, 24.5% on the internal recent-vulnerability port, 5 of 22 Sandbox Bench targets.

GPT-6.1 TerraGPT-6 AstraOpenAI+1

Preparedness FrameworkExploitGymExploitBench+11

AI Security· Published and added 26 Oct 2026

deploymentsafety.openai.comarticle🧠 AI

Addendum to GPT-6 Astra System Card: GPT-6.1 Terra

GPT-6.1 Terra system card addendum from OpenAI, covering a fast, efficient model in the GPT-6 series. It reports safe-completion, jailbreak, HealthBench, MentalHealthBench, hallucination, alignment and monitorability results against GPT-5.6 Terra and GPT-6.1 Sol. OpenAI rates it Critical in cybersecurity and High in biological and chemical capability, with the same safeguards stack as GPT-6 Astra.

CodexHugging Face

OpenAIGPT-6.1 TerraGPT-6 Astra+16

ai-safety, evals, models· Published and added 26 Oct 2026

x.comthread🛡️ Security

David Gutierrez | Eng (@david_x_ai) on X

Thread on a critical opencode bug disclosed by Pillar Security on Oct 19. On Windows and WSL, a remote MCP server could run code during OAuth sign-in, because the server-chosen authorization URL was put unescaped into a PowerShell command, so a PowerShell subexpression executed. opencode fixed it in 1.18.33 on Sep 28 as a browser-launch refactor with no advisory or CVE. MCP Inspector published an advisory for the same bug class, and its fix needs a major bump of the open package.

OpenCodeModel Context ProtocolPowerShell+3

Pillar Securitycommand injectionPowerShell subexpression+1

AI Security, AppSec, Supply Chain· Added 27 Oct 2026, published 25 Oct 2026

x.comthread🧠 AI

SemiAnalysis (@SemiAnalysis_) on X

SemiAnalysis claims AMD chips running vLLM can earn up to $3 per chip-hour in profit serving the open-source Kimi K3 model, even after higher chip rental prices following Claude Code's rise. Kimi K3 has over 2.8 trillion parameters and fits AMD's 288GB per chip, while B200 cannot hold it in one server. B200 must then use tensor or pipeline parallelism over 400Gbit/s InfiniBand or Ethernet, which SemiAnalysis says is 18x slower than NVLink. The post gives no methodology.

vLLMClaude CodeNVLink+1

SemiAnalysisAMDKimi K3+1

inference· Added 26 Oct 2026, published 25 Oct 2026

x.comthread🧠 AI

Vlad Tchouchkov (@tchouchkov) on X

This X thread summarises OpenRouter usage charts. Weekly volume nears 200 trillion tokens, and open-weight models take 72.6% of tokens (136 trillion) against 27.4% for closed-weight models. Anthropic's daily average rose from about 0.6 to 2.25 trillion tokens alongside the Opus 5.5, Sonnet 5.5 and Haiku 5.5 releases. DeepSeek leads text requests at 26.5%, and agents plus coding account for 57.7% of spending. The author notes the data describes OpenRouter only.

OpenRouterLLM

AnthropicClaude Opus 5.5Claude Sonnet 5.5+7

ai-policy, models, ai-infra· Added 26 Oct 2026, published 25 Oct 2026

minimaxir.comarticle🧠 AI

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.

OpenRouterCodexClaude Code+3

OpenAIAnthropicGPT-5.6 Sol+16

ai-policy, coding-agents, models· Added 26 Oct 2026, published 25 Oct 2026

x.comtool🧠 AI

Dan Kornas (@DanKornas) on X

jshook is an open-source (AGPL-3.0) MCP server that gives AI agents a search-first, profile-aware reverse-engineering workspace for JavaScript, browser traffic, WASM and native processes. Agents start with a small searchable tool surface and move to workflow or full profiles only when needed. It drives Chromium or Camoufox over CDP, captures WebSocket traffic, has HTTP, GraphQL and Burp Suite helpers, and supports hot-reload plugins and declarative workflows. The post is a short announcement; the repository link is in a reply.

Model Context ProtocolJavaScriptWebAssembly+6

jshookDan Kornas

mcp, agents· Added 28 Oct 2026, published 25 Oct 2026

x.comtool🛡️ Security

Dan Kornas (@DanKornas) on X

jshook is an open-source (AGPL-3.0) search-first reverse-engineering workspace for AI agents, exposed over MCP. It drives Chromium or Camoufox through CDP, captures WebSocket traffic, offers HTTP, GraphQL and Burp Suite helpers, deobfuscates JavaScript, rebuilds source maps and disassembles WebAssembly. Tool profiles start small and expand to workflow or full sets; hot-reload plugins and declarative workflows extend it.

Model Context ProtocolBurp SuiteChrome+3

CamoufoxCDP

Malware & RE, AI Security, Offensive Security· Added 28 Oct 2026, published 25 Oct 2026

x.comthread🧠 AI

Syb (@DegenOfWallSt) on X

Nanbeige4.3-33B is a 33.1B dense, Llama-style open model under Apache-2.0, released with a base model on Hugging Face. In Nanbeige's own table it beats Qwen3.8-27B on Terminal-Bench 2.1 (80.9 vs 73.0), DeepSWE (65.5 vs 42.5) and Automation Bench, but trails on SWE-Bench Pro, GDPval and GPQA Diamond. BF16 weights are about 66 GB, split across 4 GPUs in the vLLM and SGLang examples. No independent evals exist yet.

Hugging FacevLLMSGLang+4

Nanbeige4.3-33BNanbeige4.3-3BNanbeige+8

models, coding-agents, evals· Added 26 Oct 2026, published 25 Oct 2026

techbronerd.substack.comarticle🧠 AI

What Adobe v ArtCraft teaches us

The essay argues that OpenAI and Anthropic undermine their own business by selling cheap AI software engineers. Cheap coding models let hobbyists clone commercial software such as Photoshop, which removes the revenue of the companies that were meant to pay for the models. The author says open-weight models, including Llama and Chinese releases, rule out price increases, and compares the situation to Spanish silver and De Beers. The claims are opinion and carry no cited data.

LlamaLLM

OpenAIAnthropicAdobe+7

ai-policy, coding-agents· Added 26 Oct 2026, published 25 Oct 2026

github.comrepo🛡️ Security

alirezarezvani/claude-skills

claude-skills is an open-source MIT library of about 398 Claude Code skills, agents and plugins that also installs into Codex, Gemini CLI, Cursor and 9 other coding agents. The security-relevant parts are skill-security-auditor, a stdlib-only Python scanner that checks skills for command injection, data exfiltration, prompt injection and dependency supply-chain risks before install, plus a security-guidance PreToolUse hook, a security suite and compliance skills (ISO 27001, SOC 2, GDPR).

Claude CodeCodexGemini CLI+3

skill-security-auditorPreToolUse hookagentskills.io+3

AI Security, Supply Chain· Added 25 Oct 2026

interconnects.aitalk🛡️ Security

Podcast: Kimi K3.1 Pro, the new cyber reality, and Muse musings

Interconnects podcast with Nathan Lambert and Florian Brand on Kimi K3.1 Pro and the AI cyber landscape. Kimi says it down-weighted cyber data in mid-training so its open weights do not extend offensive capability. They discuss the PHP2Shell remote code execution bug, the repeat LiteLLM compromise from an API key left in GitHub for five months, abliterated model APIs, and trusted-access programs from OpenAI and Anthropic. The transcript was truncated at the very end.

Kimi K3.1 ProLiteLLMPHP+3

PHP2ShellPatch the PlanetPHP Foundation+10

AI Security, other· Published and added 25 Oct 2026

bugsink.comarticle🛡️ Security

Bye Bye Brotli? Google's Compression Library Is a Security Mess

Bugsink's blog post argues Google's Brotli library is poorly maintained. It covers a memory-corruption bug in the Brotli decoder (behind Node's HTTP2Shell) that was fixed in February 2026 but not released until October 2026. It also covers the 2025 decompression-bomb fix, released 283 days after its release notes, and urllib3's follow-up bug. Open out-of-bounds read PRs and a .NET CPU exhaustion issue remain.

BrotliNode.jsPython+3

HTTP2ShellNode2ShellPHP2Shell+5

AppSec, Supply Chain· Added 26 Oct 2026, published 25 Oct 2026

Showing 180 of 1512