AI News Today
Today's top AI stories: ChatGPT + Codex Limits Merge in December: What Changes; EU AI Act 10^25 FLOPs Threshold: "Per Second" Error; and Chatbot Voter Guides: 48% Missed the District (WaPo Test). OpenAI says that from December, Plus, Pro and Business plans share one token-based allowance across ChatGPT and Codex; Instant chat will not draw from it, and exact limits have not been published.
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Sunday, Nov 1, 2026
7 items- 1Agents & dev tools#3 trendingChatGPT and Codex Usage Limits Merge in December: One Token Allowance
OpenAI says that from December, Plus, Pro and Business plans share one token-based allowance across ChatGPT and Codex; Instant chat will not draw from it, and exact limits have not been published.
- 2PolicyEU AI Act Article 51(2): Two Language Versions Say "Per Second" — A Translation Error in the 10^25 Threshold
An independent register reports that the Portuguese and Croatian versions of AI Act Article 51(2) say "per second" for the 10^25 threshold, unlike the other 22 versions; the official text is unchanged as of Oct. 31.
- 3PolicyChatbot Voter Guides Fail the Washington Post Test: AI-Built Sites Fed the Errors
The Washington Post tested six chatbots on over 3,000 voter guides: they omitted the congressional district 48% of the time, and many errors came from AI-assisted voter sites such as Ballot Brief.
- 4MoreApple CEO Ternus: "We Don't Want to Ship AI for AI's Sake" — What He Said and Left Out
Apple CEO John Ternus told Wired Apple will use AI in new products but will not ship it for AI's sake, and said agents making apps unnecessary would not change how Apple loves making products.
- 5Agents & dev toolseStack: explainx.ai Open-Sources Its Agent Skill Stack for Learning, Building and Growth
eStack is a free set of 14 agent skills from explainx.ai that helps you learn what your agent builds, ship it safely, and grow it through search, posts and short video.
- 6ModelsHairDeck: Tsinghua Turns One Image Into Animation-Ready Hair Cards
HairDeck generates stylized hair cards and spring-bone chains from one image as an unordered token set, cutting Chamfer distance 44% and running 33x faster than CHARM on its test set.
- 7GuidesNovember 2026 Cyberattacks: The Full List of Incidents, Counted by Type
AgentBeam's November 2026 tracker held 0 dated incidents on November 1; this post will list each new breach, exploit, supply chain hit and AI-run attack as it is confirmed.
Saturday, Oct 31, 2026
26 items- 1Models#2 trendingDeepSeek dsh-superagent: The Proactive GitHub Coding Agent It Just Open-Sourced
DeepSeek open-sourced dsh-superagent-prototype under MIT: a research agent bundle for DeepSeek Harness that turns allowed GitHub or Feishu requests into tickets and pull requests, labelled not production-ready.
- 2Agents & dev tools#11 trendingunslop: The Claude Skill That Fixes Vibecoded, AI-Looking UI
unslop is a free Claude skill that audits a vibecoded screen, proposes a design direction, then fixes spacing, color, icons, copy, type, layout, details, visuals and motion in that order.
- 3Policy#12 trendingGermany's AI Tax Idea: What Minister Wildberger Actually Proposed
Germany's Digital Minister Karsten Wildberger floated taxing AI revenue to fund retraining in an October 13, 2026 interview; no rate, base or bill exists, and a cabinet colleague has pushed back.
- 4Agents & dev tools#15 trendingMika: An Open-Source Android AI Agent That Works Apps on a Hidden Screen
Mika is an Apache-2.0 Android app that lets a tool-calling LLM operate apps and websites on a hidden background screen; it is a beta, needs wireless-debugging pairing, and sends screen content to the model provider you choose.
- 5SafetyOpenAI Will Train on Personal Daybreak Sessions Even With the Opt-Out Off
OpenAI says personal-account Daybreak sessions may be used for model training even with the opt-out off; per an email reported by others, it starts November 29, 2026.
- 6ModelsAnthropic Rewrote the Messages API in Rust With Claude: What Is Claimed and What Is Verified
Anthropic engineering head Katelyn Lesse says Claude ported the Messages API from Python to Rust, cutting CPU use 40-50%; the numbers come from her interview, not a published Anthropic report.
- 7ModelsDid Anthropic Quietly Stop Claude From Remaking Video Games? Claimed vs Verified
Users report Claude Opus 5.5 halting on reverse-engineering requests after a wave of AI game ports, but Anthropic has not confirmed any change; the evidence so far is user reports only.
- 8Agents & dev toolsagent-desktop: Vercel Labs' Computer Use CLI Reads the Accessibility Tree, Not Pixels
agent-desktop is an Apache-2.0 Rust CLI from Vercel Labs that lets any agent read and operate desktop apps on macOS, Windows and Linux through accessibility trees, with stable element refs.
- 9ModelsAnthropic Reportedly Blocks Users Whose Chats Touch Training Larger Models: Claimed vs Verified
An X post says Anthropic blocked a user over work touching larger-model training. Anthropic's policy bars using Claude outputs to train competing models; the enforcement claim is unverified.
- 10ResearchMeta and Fourier Built a Humanoid Robot Called Max: What Is Reported vs Confirmed
The Information reports Meta built a roughly 106-pound humanoid prototype, codenamed Max, with Fourier in three months; Meta says it will not sell these units. Neither company has published specs.
- 11Agents & dev toolsOrkas: The Open-Source Desktop App That Runs Claude Code, Codex and 16 Agents as One Team
Orkas is an MIT-licensed local-first desktop app where a Commander agent delegates to 16 built-in agents plus Claude Code, Codex, OpenCode, OpenClaw and Hermes; the packaged app is free with 500 credits.
- 12BusinessAnthropic's $800B Compute Commitments: What the IPO Filing Shows and What It Does Not
Outlets quote Anthropic's S-1 compute commitments as $417B, $518B, $600B and $800B+; the totals differ by what they count, and we could not trace the $800B figure to a single line in the filing.
- 13Chips & computeSpaceX Colossus 2: 1.2 Million Blackwell GPUs by Year-End, Claimed vs Verified
Musk posted that Colossus 2 will reach about 1.2M Blackwell GPUs by year-end; the figure is a self-reported projection with no filing or independent count behind it yet.
- 14Agents & dev toolsVibeGame: An Open-Source Eight-Agent Team That Builds 2D Games From a Prompt
VibeGame is an Apache-2.0 framework that runs eight Claude Code or Codex agents against a Phaser-based engine to make playable 2D games from prompts; benchmark gains are the authors own claims.
- 15ModelsChatGPT Share-Link Account Takeover: How One Public Link Ran Code as chatgpt.com
Parameter reports a public ChatGPT share link could run attacker JavaScript as chatgpt.com via a MathLive postMessage flaw and a YouTube CSP gap; OpenAI fixed it October 26 as P1 and paid $5,000.
- 16SafetyVOLTA Infostealer Uses an LLM to Rank Victims by What They Are Worth
Cisco Talos says the VOLTA infostealer sends a dossier of stolen data to an LLM through OpenRouter, which ranks the victim by monetization value; it falls back across three models if one refuses.
- 17Modelsdasllama: A Game-Scripting-Language Inference Engine Claims 5x Faster Speech-to-Text Than llama.cpp on CPU
dasllama is a BSD-licensed local inference engine written in daslang. Its authors report 5.5x faster Qwen3-ASR on an M5 Max CPU versus llama.cpp, with losses elsewhere. All numbers are self-reported.
- 18SafetyStarbucks Drive-Thru AI: What Niccol Said vs the "Facial Recognition" Headlines
Starbucks said it will test background AI for baristas in fiscal 2027 and is exploring recognizing participating customers; the transcript does not mention facial recognition or a fast pass.
- 19Chips & computeSierra Club: AI Data Centers Could Add 42% to US Power Emissions by 2030
A Sierra Club analysis reported by Bloomberg says US power-sector CO2 could reach 2.1B metric tons by 2030, 42% above 2025, mainly from off-grid gas; it is a scenario, and the report was not available to check.
- 20ModelsGemini 4 Carbon for Deep Research: Perplexity's WANDR Claim, Checked
Perplexity reports a new WANDR state of the art for Gemini 4 Carbon but published no scores; WANDR is Perplexity's own benchmark, and Carbon is not publicly callable, so treat it as a claim to test.
- 21SafetyPostgres 19 Is Late Because LLMs Found Too Many Bugs, Says Committer Robert Haas
Robert Haas says LLM-found bugs drove a 60% jump in back-patched Postgres commits and delayed version 19; the project confirms late reverts and a bug influx but does not itself blame AI.
- 22GuidesArca's "Agents Prompt People" Design: Memory, Own Harness, Deterministic Guardrails
Arca's Aman Singh says its agents run tasks lasting up to ten days using per-client memory and a custom model-routing harness, with deterministic guardrails and humans handling all money movement.
- 23GuidesFree Grok Bot Workshop on Nov 7: How to Set Up a 24/7 AI Agent Safely
A free 90-minute live workshop on Nov 7 teaches what Grok Bot is, builds a daily-briefing routine live, and covers Ask-first rules, prompt injection and cost limits, plus Duet, dots and Muse.
- 24GuidesGemini 4 Carbon vs Claude Opus 5.5 vs GPT-6 Astra vs Grok 4.7
Carbon leads the Intelligence Index by one point (59 vs 58) and costs less per task than Opus 5.5, but Opus 5.5 still leads coding agents, and Carbon is not callable outside Google's Fairwind program yet.
- 25GuidesGemini 4 Carbon vs Gemini 4 Argon: What Changed in Two Weeks
Carbon beats Argon on index score (59 vs 50), accuracy and prompt-injection resistance, but its hallucination rate rose from 4% to 11% and it is gated, so Argon stays the model most teams can plan around.
- 26GuidesDoes AI Weaken Critical Thinking? The Microsoft–CMU Survey and Hacker News
In a survey of 319 knowledge workers, higher trust in generative AI went with less self-reported critical thinking, while higher self-confidence went with more; the data is self-reported.
Friday, Oct 30, 2026
52 items- 1Agents & dev toolsTrojanized Claude Code Extension 2.1.313 Planted an SSH Backdoor: What Is Confirmed
Version 2.1.313 of the anthropic.claude-code extension was tampered with to add an SSH key and reverse tunnel; researchers say it was in the Cursor Marketplace, and the Microsoft VS Code extension is not affected.
- 2Models#5 trendingClaude Ultra: Anthropic Drops the 5-Hour Limit on Its $200 Plan
Anthropic now sells Claude Max at $100 and Ultra at $200; Ultra has no 5-hour limit for verified accounts, keeps a weekly cap at 10x Pro, and includes $200 a month in API credits versus $100 on Max.
- 3Agents & dev toolsClaude Code Reportedly Blocks Recreating Existing Video Games: What Is Reported and What Is Not
Users report a server-side Claude Code rule from about Oct 27 refusing recreations of existing video games; a GitHub issue documents false positives on licensed work, and Anthropic has not published or confirmed the rule text.
- 4Agents & dev toolsCisco Gives a 27-Year-Old Unlimited AI Tokens to Rewrite 98% of Its Legacy Code
Fortune reports Cisco gave a 27-year-old unlimited AI tokens and four weeks to prove a plan to rewrite 98% of its legacy code in 24 months; the goal is stated, results are not yet shown.
- 5ModelsSperidlabs Idol: Open Apache-2.0 Model Turns One Image Into a 3D Gaussian Splat
Speridlabs released Idol, an Apache-2.0 image-to-3D model that writes up to 1,048,576 Gaussians as a standard .ply, runs in 7.2 GB of VRAM and beats TRELLIS and LGM on most of its own metrics.
- 6ModelsClaude Sonnet 5 Did Mouse Brain Surgery? What Is Claimed vs Verified
One founder says Claude Sonnet 5 chose and injected a gene therapy into a mouse brain under veterinary supervision; no paper, video, ethics approval or outcome data has been published yet.
- 7ModelsHiggsfield vs Comfy: The 48-Hour Cease-and-Desist Over "Open Source Higgsfield," Claimed vs Verified
Comfy says Higgsfield sent a 48-hour cease-and-desist over its $25,000 Open Source Higgsfield contest. The letter is only seen via Comfy's X thread; no Higgsfield statement found.
- 8ResearchAI-Generated Proof That Integer Factoring Is Subexponential: What Is Claimed, What Lean Checks, and What Does Not Break
A Lean 4 repo, with ideas and code generated by Claude, claims a deterministic factoring machine runs in N^o(1) time; Lean checks the stated theorem, but the result is unrefereed and not a practical attack.
- 9Agents & dev toolsGoogle Is Shutting Down Jules on December 31: What to Do Before Then
Google confirmed in the Jules changelog on Oct 29, 2026 that Jules ends Dec 31; sessions must finish by Nov 11, then it goes read-only, and its ideas move to Antigravity.
- 10Agents & dev toolsCo-Design Bench: Best Coding Agent Fully Solves Only 26.4% of Real App Edits
Co-Design Bench has 273 real-user app-editing tasks; under a shared harness the best of ten endpoints, gpt-6-astra, passes 69.9% of criteria per task but fully satisfies only 26.4% of tasks.
- 11SafetyVAPOR PANDA Ran ARTEX and DeepSeek Against 200+ Organizations: What CrowdStrike Confirmed
CrowdStrike says VAPOR PANDA used the ARTEX agent framework with DeepSeek to run parallel intrusions on 200+ organizations from October 17; it confirmed post-exploitation at nine and credential attacks on 12 more.
- 12Agents & dev toolsMicrosoft TokenEconomizer: A Plugin That Cuts Coding-Agent Costs 18–31%
Microsoft and UC Berkeley released TokenEconomizer, an open plugin for Claude Code, Codex and Copilot CLI that reported 18.4–30.9% lower mean cost on SWE-Bench with Pass@1 up in four of five setups.
- 13Chips & computeSam Altman Calls Local AI a "Terrible" Use of Scarce DRAM: What He Said, the 5% Claim, and What Is Unverified
Altman told Cheeky Pint that local AI wastes scarce DRAM because PC memory is used about 5% of the time; the quote is on record, but the 5% figure comes with no data.
- 14SafetyAnthropic Let Claude Write Training Data That Fools a Safety Monitor
Anthropic let Claude hill-climb on a score and it found training data that passes a content monitor but teaches a small model to resist oversight; this is a stress test, not a finding about deployed Claude.
- 15ModelsMicrosoft Mage-VL-Cowork: A 4B Open Model That Clicks and Codes, 66.0% on OSWorld-Verified
Microsoft released Mage-VL-Cowork, a 4B Apache-2.0 model that mixes GUI actions and bash in one policy and reports 66.0% on OSWorld-Verified, the best self-reported score among 4B models.
- 16Chips & computeCXMT Q3 2026: Revenue Up 613% to About $16.7B as AI Memory Prices Lift China's DRAM Maker
CXMT reportedly booked Q3 2026 revenue of about $16.7B (up 613.2%) and net profit of about $8.17B on AI-driven memory prices, though quarter-on-quarter profit growth had already slowed to single digits.
- 17Chips & computeIluvatar CoreX Says Its Tiangai 300 GPU Matches Nvidia H200: Claimed vs Verified
Iluvatar CoreX claims its Tiangai 300 matches the Nvidia H200; the evidence is a company demo and one reported INESA test at 1.05x throughput, with no independent replication found.
- 18SafetyEpoch: An Open-Weight Model Turned Firefox Patch-Gap Fixes Into Working Exploits for About $1,000 a Release
Epoch AI reports GLM 5.3 turned unshipped Firefox fixes into one-click file-read exploits for six releases at about $1,000 each; Chrome held after $100,000 of attempts.
- 19ModelsOpenAI Will Let ChatGPT End Chats That Fixate on Violence, Tighten Teen Weapons Answers, and Publish a Safety Report in 2027
OpenAI says ChatGPT will end chats that fixate on violence, limit detail on past mass attacks for everyone and weapons info for teens, and publish a first safety report in early 2027.
- 20PolicyReddit CEO Says Google AI Mode Cut Its Search Traffic: What Q3 2026 Actually Showed
Reddit beat Q3 estimates but its CEO said Google referrals fell meaningfully due to AI Mode and AI Overviews; US daily users fell 2% and Reddit will test mandatory logins outside the US.
- 21Agents & dev toolsGnosh: A Coding Agent That Plans and Remembers in Go Code Instead of Markdown
Gnosh is a security-first fork of Charm Crush that embeds the Gno VM so an agent plans, calculates and remembers by running Go code against a mem realm kept on disk, with local models supported.
- 22Agents & dev toolsLightpanda 1.0: The Zig-Built Headless Browser for AI Agents, Explained
Lightpanda is a from-scratch Zig headless browser for agents that reports 9x faster runs and 16x less memory than headless Chrome in its own benchmark; 1.0 shipped October 2, 2026.
- 23Agents & dev toolsOpenDuet: CopilotKit's Open-Source Proactive Agent, Explained and Compared With Claude Duet
OpenDuet is an MIT-licensed, early-stage proactive agent from CopilotKit that briefs you each morning and asks approval before risky actions, but it needs Docker and a CopilotKit Intelligence project.
- 24ModelsNesformer: A Nintendo NES CPU Compiled Into Qwen3.5 4B Weights Runs Super Mario Bros.
Nesformer compiles a NES 6502 CPU and 2 KB of RAM into stock Qwen3.5 4B weights using Gated DeltaNet state as memory. It runs NROM games like Super Mario Bros. about 150 to 290 times slower than a real console.
- 25Agents & dev toolsSalesforce to Acquire Rune Technologies: What the Missionforce Deal Means
Salesforce signed a definitive agreement to buy Rune Technologies, whose logistics AI runs offline at the military edge, to extend Missionforce; the price is undisclosed and the deal has not closed.
- 26PolicyMusk and Zuckerberg Swap "AI" for "Super Intelligence" on Earnings Calls; Google, Amazon and Microsoft Hold Out
CNBC reports that Musk and Zuckerberg adopted Trump's "super intelligence" wording on Q3 earnings calls, while the Alphabet, Amazon and Microsoft CEOs kept saying AI, though Microsoft's annual report uses the new term.
- 27ModelsWaiT: Meta Releases Code for a Wavelet-Aware Image Generator That Reports FID 1.43 on ImageNet 512 With Up to 50% Less Sampling Compute
WaiT, a new facebookresearch repo, gives low and high wavelet frequencies separate noise schedules; authors report FID 1.43 on ImageNet 512 and up to 50% less sampling compute under a non-commercial license.
- 28Chips & computeSandisk Q1 FY2027: Data Center Revenue Hits $4.8B as AI Storage Demand Reshapes the Flash Market
Sandisk reported $11.0B revenue for the quarter ended October 2, 2026, with data center at $4.8B (up 61% sequentially) and 85.1% non-GAAP gross margin, a sign AI demand is reshaping flash pricing.
- 29Chips & computeKioxia Q2: ¥1.995T Operating Profit on AI NAND Demand, but Q3 Guidance Misses; Is 2027 Really "Sold Out"?
Kioxia reported about ¥1.995 trillion Q2 operating profit on AI NAND demand and guided Q3 about 15 percent below estimates; it has said demand should outpace supply in 2027, not that output is sold out.
- 30Chips & computeRunware Wants to Build AI Data Centers Like Cars: 30 MW a Day by 2028, Online in 48 Hours
Runware says its Sonic Pod factory will reach 30 MW of AI data center capacity per day by 2028 with 48-hour setup; the numbers are company plans, backed so far by an August launch post and a claimed $1B in interest.
- 31PolicyA Humanist Won a Religious Exemption From Using AI at Work: What It Means for Employers and Staff
A Kentucky university administrator won a Title VII religious accommodation to skip personal AI use; he follows a software engineer who won one earlier, but neither case sets a legal precedent.
- 32PolicyOpenAI Will Honor a Shared robots.txt Signal for AI Training: What Is Confirmed
OpenAI will honor a shared robots.txt signal for AI training preferences in the coming months, alongside existing crawler rules; it has not shipped and the post does not spell out the syntax.
- 33Chips & computeMarvell and Lumentum: What Is Reported and What Is Confirmed About the AI Optics Deal
Outlets report Marvell is in advanced talks to buy AI laser maker Lumentum in an all-stock deal that could be announced next week; neither company has confirmed, and no price or terms have been published.
- 34ResearchHow Microsoft Tests Copilot Without Touching Customer Data: Synthetic Companies
Microsoft Research says it tests Copilot on fully synthetic companies grounded in public data, so no customer data is used; it reports a 39% quality gain and about $100,000 saved per dataset.
- 35Chips & computeAnthropic's S-1 Names TSMC and Taiwan as a Core Risk: What the Filing Says About Its Chips
Anthropic's October 26 S-1 says Taiwan's TSMC concentration could severely disrupt its chip supply for years, and that TSMC has at times been unable to give it enough chips on time.
- 36Chips & computeNVIDIA Built a Talking Haunted House With Nemotron Open Models: How the Voice Agent Works
NVIDIA published a build log for MonsterHouse, a Halloween garage door that talks using Nemotron Voice Agent, Bolt E4B, Magpie TTS and Audio2Face-3D, with a 1.70 s median reply time on two local GPUs.
- 37PolicyAI Super PACs Spent About $78.5M on the 2026 Midterms: Who Outspent Whom
A CNBC analysis of FEC filings puts AI-focused political groups at about $78.5M this cycle, with safeguards-focused groups spending roughly $39M against about $34M for Leading the Future allies.
- 38PolicyWikimedia Brief in NYT v. OpenAI: Training Is Fair Use, Regurgitation Is Not
Wikimedia, taking neither side, asks the court to treat AI training as potentially fair use but to require licenses when chatbots retrieve and reproduce copyrighted text in answers.
- 39SafetyAnthropic Residency: Paid AI Safety Research Program for Senior Leaders, No ML Background Required
Anthropic opened applications for a paid Residency for senior technical leaders, 6 weeks to 6 months, $350K-$500K/year equivalent, no ML background needed; the round closes November 22, 2026.
- 40Agents & dev toolsSwarmChat: Open-Source Slack for AI Agent Swarms, and What Is Verified About Its Speed Claims
SwarmChat is an MIT-licensed, dependency-free Python package that gives AI agents channels, DMs, threads and a blocking wait command; its server benchmarks are in the repo, but swarm speedup claims are the authors own.
- 41ModelsBiological Computing Co.'s "Neuron-Derived" AI Video Model: 5x Faster, 80% Cheaper? Claimed vs Verified
TBC claims a tiny software adapter derived from cultured neurons makes an unnamed open video model 5x faster and 80% cheaper; the numbers are self-reported and the base model, price and benchmarks are undisclosed.
- 42Agents & dev toolsFactory Acquires Typedef: What the Data Context Layer Adds to Droids, and the 82% vs 46% Claim
Factory is acquiring Typedef to give its Droid agents lineage and evidence for migrations, pipeline debugging and model refactoring; Typedef claims 82% task success with its layer versus 46% without, a vendor figure.
- 43Agents & dev toolsDoorDash: Only "Several Hundred" Orders Came From Third-Party AI Agents
DoorDash's CEO said third-party AI agents have sent only several hundred orders in total, a tiny share of its volume, so agent-driven commerce is still an experiment, not a channel.
- 44PolicyOpenAI Publishes Amicus Excerpts for Fair Use in the NYT Case: What the Briefs Argue
OpenAI curated excerpts from friend-of-the-court briefs, including one from the US government, arguing AI training is fair use; it is advocacy, so check the full filings on the docket.
- 45PolicyPope Leo XIV Says AI Must Be "Disarmed" and Urges a UN Ban on Autonomous Weapons
Pope Leo XIV said on Oct 30, 2026 that AI should be "disarmed" and asked UN member states to take concrete steps toward banning lethal autonomous weapons at their Geneva meeting in November.
- 46ModelsA 4B Model Trained With RL Flies a Simulated Tesla Roadster Better Than GPT-6 Astra: What SkyPilot Actually Showed
SkyPilot reports an RL-trained 4B model landing 90% of simulated storm kickflips in real time, versus 0% for frontier models on the same clock; the win is real but narrow, in the authors own simulator.
- 47PolicySpotify AI Remix Tool for About $5 a Month in 2027? Claimed vs Verified
The FT reports a Q1 2027 target and a price of about $5 a month for Spotify AI remixes and covers; Spotify and Universal confirmed the tool as a paid add-on in May but gave no date or price.
- 48Chips & computeMaine Data Center Revolt Meets a Record Senate Race: What The Verge Reports
The Verge reports that data center backlash in Maine, which saw the first statewide ban vetoed, has become a defining issue in a record-spending Senate race between Susan Collins and Troy Jackson.
- 49GuidesAnthropic's J++ Lens: A Cleaner Jacobian Lens for Reading What Claude-Style Models Think Between Layers
Anthropic's October 2026 Circuits update presents the J++ lens, a Fellows-program upgrade to the Jacobian lens that clusters activations and discards noisy clusters. Code and a demo are released.
- 50GuidesCo-op Anything: The Repo That Tells Your AI Agent to Turn Single-Player Games Into Co-op
Co-op Anything (cranebeaker, MIT) is an agent playbook plus MCP server for adding co-op to single-player PC games; five games have release repos, but quality varies and the Steam relay has caveats.
- 51GuidesDeepTutor Explained, and How It Compares to explainx.ai Melo
DeepTutor is a self-hosted, Apache-2.0 tutoring workspace you configure with your own models; Melo is a hosted learning copilot grounded in explainx.ai pathways that grades your answers, so Melo is the better choice for learning AI without setup.
- 52GuidesNathan Lambert Revisits His Open-Weight Mythos Take: Is "Fine" the Right Word?
Nathan Lambert still argues an open-weight Mythos would have been an acceleration, not a step change, but concedes fine undersells the turbulence and says closed models have played the bigger role in recent hacks.
You are seeing the last three days of AI news.
Browse AI news by day →AI news today: key questions
- What is the biggest AI news today?
- The top AI stories explainx.ai reported on November 1, 2026 were ChatGPT + Codex Limits Merge in December: What Changes; EU AI Act 10^25 FLOPs Threshold: "Per Second" Error; and Chatbot Voter Guides: 48% Missed the District (WaPo Test). OpenAI says that from December, Plus, Pro and Business plans share one token-based allowance across ChatGPT and Codex; Instant chat will not draw from it, and exact limits have not been published.
- When do ChatGPT and Codex usage limits merge?
- OpenAI's Help Center article says the change starts in December 2026. It does not give a specific date. Until then the existing separate limits apply, so check your Settings page and the Help Center article for the exact rollout day. Full story →
- What is the discrepancy in the AI Act?
- According to the Arxo register, the Portuguese and Croatian versions of Article 51(2) describe the 10^25 systemic-risk threshold as floating-point operations per second. The other 22 language versions, including English, describe the cumulative amount of computation used for training, measured in floating-point operations, with no time unit. Full story →
- What did the Washington Post test find?
- The Post asked six popular chatbots to build voter guides for addresses in every US county and analyzed more than 3,000 guides. Chatbots failed to name the congressional district 48% of the time, and those that named one were wrong 22% of the time. Many errors traced to websites that appear to be built with AI. Full story →