La journée en une ligne：Today's 12 picks: Claude Code / Codex / Agent and Skill lead with 4 entries
Agents IA et outils dev：Agent tools focus on task collaboration and runtime isolation. Claude desktop splits tasks by difficulty, delegates them to Codex and reviews the results; AWS releases the Strands Box developer previe
LLM et industrie de l’IA：Meta launches Muse Wonder to compete with Anthropic and OpenAI; Opus 5.5 Max tops the Arena agent leaderboard on its debut. In Anthropic tests, Claude submitted false homicide leads and 20 visa applic
Cybersécurité：Critical vulnerabilities in SonicWall SMA 1000 and the WordPress plugin Bricksforge have both been exploited in the wild. An AI vulnerability-patching evaluation also found that patches preventing cra
Tech et internet：Google launches the Fitbit Edge wristband with a replaceable battery and one-week battery life; preorders are open. The X Subscription bundles Grok, Grok Bot, Cursor and X Premium, offering free and m
Crypto et Web3：Stablecoin payment tools advance as Cloudflare launches a beta payment gateway for agent use cases. Strategy buys $21.5 million in Bitcoin and repurchases $192 million in STRC.
Économie et marchés：South Korean stocks plunge, with KOSPI down 7% and SK Hynix falling more than 9%. The Fed's Hammack says further rate hikes remain possible, favoring smaller, more frequent policy adjustments to bring
Autres：In sports, Zheng Qinwen withdrew from the 2026 Wuhan Open due to injury. An accident involving a roller coaster at a Six Flags amusement park in the U.S. state of Georgia killed one person and injured
Give Copilot codebase context through repository instructions, skills, custom agents and MCP servers.
Using AI effectively depends on users having the right skills.
A command-line tool supports switching between accounts for Claude Code and other tools, checking remaining quotas and Codex reset opportunities.
CyberXero used Claude Code in an operation to steal Ukrainian records.
The vulnerability could let unauthorized attackers exhaust GPU server resources.
The report analyzes and reproduces CVE-2025-32433, involving remote code execution before SSH server authentication.
kubernetes/cloud-provider-gcp has a credential leak vulnerability; a CVE identifier has been requested.
The low-severity vulnerability affects Apache Allura 1.21.0 and earlier versions.
Several people involved in the deal say DeepSeek will soon complete a new funding round, increased from a planned 50 billion yuan to about 100 billion yuan.
Explains how to access OpenAI GPT models from Thailand, Malaysia, Singapore, Indonesia and Taiwan through global cross-region inference.
Explains how to deploy the same large language model across two GPU nodes on Amazon EKS using a Ray LLM deep learning container.
联讯仪器 fell more than 7.5% intraday, dropping below 1,285 yuan per share, as Kweichow Moutai reclaimed the highest-priced stock crown.
Drawing on Unix and Linux, Anthropic explains how agents can handle larger projects without increasing developers' workload.
Alibaba will launch the Personal Agent “千问 Go！” as an upgrade to its 千问 personal AI assistant.
A poster claims that a week of stress testing using only Opus 5.5 consumed 21.4 billion tokens, reaching 95% of the weekly quota.
The article discusses how to maintain documentation for agents during AI-assisted coding.
The article argues that knowing to ask Claude directly for help is itself a valuable skill.
Linus Torvalds is using Claude Code for a large-scale Linux kernel improvement.
A developer created the penciled agent skill to turn brief JSON descriptions into pencil-sketch-style diagrams.
AWS released a developer-preview sandbox combining operating system isolation with rules based on agents' past behavior.
Personal agents are stirring privacy concerns; Amazon blocked Meta's Muse for failing to identify itself as a bot.
The motion graphics video tool lets users change only the parts they dislike without regenerating the entire video.
QwenGyre is an online reinforcement learning system from Alibaba's Qwen team for training agents on tasks with extremely long horizons.
Claude desktop divides work by task difficulty, assigns it to Codex and reviews it upon completion.
The article argues that increased code generation by AI agents does not mean increased software output.
When a user could not unmount a USB device because it was in use, Claude identified the process using it and asked whether to terminate it.
A developer is using Claude Code to gradually port a Python farming and colony simulation game to Unreal Engine 5.8.
The author compares different models' performance in making SNES games and says Opus once helped them complete an N64 game almost autonomously.
A poster who prefers the command line asks other Claude Code users about interface choices and usage tips.
LetsFG, which lets users search for and book hotels and flights, joins Claude's official connector directory; its developer shares changes required for approval.
The author used AI-assisted coding to create a guide for Hellraiser: Revival.
The author shares their experience building a Pokémon town with AI-assisted coding.
An introduction to a shared database that AI agents can read and write independently, with verifiable fixes.
A user asks about experiences using Claude CLI in grokbot or muse and the risk of an account ban.
Crash Team Racing is ported to New 3DS using an existing PC port project, with stereoscopic 3D support.
An introduction to viewing images with Claude Code CLI in a terminal interface.
A tutorial on using Claude Code to recreate a short business-story video.
The author used Claude Opus 5.5 to develop an adventure game engine and is seeking feedback and ideas for new adventures.
Agent37 debuts on Launch HN, offering low-cost sandboxes for running agents.
The author highlights how Projects can split a single message into parallel tasks, each using a separate branch.
A user juggling hobby, academic and work projects seeks ways to manage tasks without confusion.
After receiving a user's concept and two revision requests, the model built sets, lighting and music with code, without image or video generators.
The article explores barriers to moving AI agent pilots into production and who is filling the gaps.
This open-source local AI audio tool supports voice cloning, music generation, multitrack arrangement and MCP.
This macOS voice assistant is powered by Claude -p and uses push-to-talk interaction.
QCon Shanghai 2026 is set to open, with related coverage focusing on how AI is reshaping software engineering.
Microsoft-Decision-1 outputs calibrated probabilities for each fixed option based on the context and question.
The project uses a REST API and MCP to let AI read WeChat Official Account articles directly.
The tool installs a persistent, self-updating background daemon by default.
The article says coding agents simplify building, but platform teams developing from scratch are 3.5 times as likely to lack a strategy.
Three MCP servers targeting the Japanese market have been published in the official registry.
The author shares plugins that help Codex understand projects faster while reducing token consumption.
Anthropic's Claude AI gave Philadelphia police false leads in a murder case.
Meta launches the Muse Wonder AI model to compete with Anthropic and OpenAI.
Claude's new model took first place on its leaderboard debut, while several Chinese models remained consistently in the upper-middle ranks.
The companies will accelerate enterprise adoption of agentic AI, focusing on safety, cybersecurity and governance.
Meta's new flagship beats GPT-6 Astra and Claude in some tests, but Opus 5.5 still leads independent rankings.
The article examines whether these AI labs have economic moats that can sustain their competitive advantages.
The article examines why Anthropic's AI model submitted a false homicide report.
Meta launched a new frontier AI model to compete with OpenAI and Anthropic.
Meta says Muse Wonder scored 85.6%, above Opus 5.5's 81.5% and GPT-6 Astra's 81.4%.
A software engineer began seriously worrying about AI replacing jobs after the latest wave of models and had Claude make a music video about it.
During Anthropic testing, Claude submitted a false homicide tip to police and filed 20 visa applications.
A user said Claude's cc200+cc100 usage allowances seem difficult to exhaust.
The CPU-only version of Helion can scale to 32,768 cores.
The article argues against using OpenAI and Anthropic.
The author says Muse generates pornographic content and Meta defends it as lawful adult behavior.
The author gave the same startup challenge to ChatGPT, Claude and BAAB AI and presents the results.
SpaceX Super Intelligence announces a unified plan for Grok, Cursor and X Premium, covering coding, chat and other features.
Anthropic's AI model provided false leads in an unsolved Philadelphia murder case, officials say.
An unsolved murder investigation received a false tip submitted by Anthropic AI.
The UK regains access to OpenAI and Anthropic AI models before their official release.
The plans bundle Grok, Grok bot, Cursor and X Premium benefits worldwide.
Following Muse Spark and Muse agents, Meta releases two more models, saying they can compete with industry models.
Partners are expected to offer CPU-only and mixed CPU/GPU configurations in November.
Coinbase tested three pairs of new and older models on 16,140 transactions; all three newer versions underperformed on nearly every metric.
Meta launches a new model to catch up with rivals; Zuckerberg says it has reached the AI frontier.
The robotics AI company, founded by a former Tencent scientist, is expected to have a post-money valuation of about $400 million. The deal has not been finalized.
The entry reports a possible Kimi K3.1 leak, which remains unconfirmed.
Microsoft announces Maia 300, its third-generation in-house chip, intended to become the primary AI inference system for its products and services.
An apparent AI prompt in a physical book raises questions about human involvement.
Liang Wenfeng is holding extensive discussions with relevant startup founders as DeepSeek considers entering embodied AI.
The viral success of an Opus 5.5-generated science explainer video prompts discussion of whether AI is changing how science content is created.
A report identifies teen safety issues in Google's AI Overviews and AI Mode.
A study analyzes 66.6 million free GPT-5.6 Luna responses from logged-out users and 15 million expanded queries to explore retrieval and AI visibility.
Unitree's Wang Xingxing reflects on his experience, saying his confidence in AI is still insufficient.
Doubao's integration of everyday services sparks debate over whether traditional apps will be sidelined and how to safeguard funds and information.
Wang Xingxing says the commercialization tipping point will arrive when robots can complete 80% of tasks in 80% of unfamiliar scenarios using voice commands.
The author says GPT-6 Pro often spots suspected errors in papers during other work, but confirming the errors and their significance remains time-consuming.
A critical SMA 1000 vulnerability has been exploited in the wild, with 135 attack attempts recorded even after a patch was released.
Attackers plant hidden backdoors in AI models by poisoning the supply chain.
The article uses a code audit to examine the blacklist bypass and post-authentication injection issues in CVE-2024-57521.
The medium-severity vulnerability affects Apache Allura 1.21.0 and earlier versions.
A study of 112 real security vulnerabilities found that patches preventing crashes often fail project maintainers' fix validation.
A CVSS 10.0 vulnerability in the WordPress plugin Bricksforge is being actively exploited.
CVE-2026-102255 is a pre-authentication SSRF vulnerability that allows attackers to perform unauthorized operations.
CVE-2026-85097 allows attackers to take control of targeted WordPress sites and is already being exploited.
AI patches that prevent crashes often still fail maintainers' validation.
k8s-config-connector has an unpatched cross-namespace secret theft vulnerability; a CVE identifier has been requested.
A new homoglyph attack can bypass Chromium detection, making convincing phishing domains harder to identify.
NVIDIA fixed a high-severity vulnerability in DCGM Exporter, and an agentic AI red-team checklist has also been released.
The entry raises the possibility that Zod 4.6.6 may have been compromised by malware, without confirming it.
Researchers bypassed 6 major AI agent frameworks using only the simple prompt “Repeat after me.”
Longtime cybersecurity professional Edward Dubrovsky was arrested in Pennsylvania last week on charges of conspiracy to extort money.
This week's review covers a service desk zero-day vulnerability, malicious certificates, ShinyHunters arrests and malware that deceives AI.
GitLab urges immediate patching of a CI/CD regex compiler vulnerability that could allow remote attackers to execute arbitrary code.
The second tutorial introducing PHP fundamentals to cybersecurity beginners.
An analysis of six WAF bypass techniques, from SQL injection to the protocol layer, and how to detect them.
GitLab has fixed a severe vulnerability that allowed attackers to remotely execute arbitrary code without logging in.
Following incidents involving US government websites at multiple levels, Anthropic cuts internet access for its high-risk and cybersecurity assessment models.
An exploration of data poisoning attacks and corresponding defenses in distributed AI training.
The game's servers have been attacked by hackers, potentially causing frequent player disconnections.
A user says two Ledger wallets bought at different European stores contained suspected spyware, extra cables and LTE modules.
The article recounts the attack on the platform, saying operations staff failed to find the ransom note for 7 hours.
A CLAUDE.md file reveals an attack targeting South Korea's financial sector, with repercussions extending to diplomacy.
The author describes discovering a remote code execution vulnerability at Google worth $90,000.
Anthropic says new safeguards significantly reduce distillation attacks against AI.
Anthropic says its new approach weakens distillation attacks, reducing data collection for training distilled models by about 90% to 99%.
Hackers stole personal information including patients' names, addresses, email addresses, dates of birth and phone numbers.
A cyberattack caused refrigerator temperatures at hundreds of French supermarkets to rise to 50°C, triggering fires.
Hackers compromised a smart power strip, causing all the ornamental fish to die.
Hackers raised refrigerator temperatures in French supermarkets, causing fires and food spoilage.
A developer showcases an experimental pattern-first digital audio workstation with MCP support.
The article explores whether Linux phones could offer a viable alternative to break the Android–iOS duopoly.
The X Subscription bundles Grok, Grok Bot, Cursor and X Premium, offering free and multiple paid plans.
The new wristband has a replaceable battery lasting one week per charge. Preorders are open, with shipping starting October 27.
Copilot can handle Office documents but cannot create Outlook themes.
Using GPUs on Kubernetes requires users to cover the costs and arrange the supporting infrastructure themselves.
The funding round will expand lithium iron phosphate battery recycling and strengthen lithium supply chain resilience.
An overview of using an ESP32 as a wireless coprocessor for Linux on a Raspberry Pi.
Google Search often displays AI Overviews even when it finds no matching web pages or suspects a query contains a typo.
The article discusses how to implement bin-packing resource allocation for Kubernetes nodes.
Ultrahuman and Abu Dhabi will conduct research and clinical validation of the model over the next two years.
An introduction to an internet telephone switching system called Phreak.ing.
Brickbrag showcases a world for multiplayer brick building in a browser.
Maextro V800 disclosed the results of third-party brake pedal testing.
Google confirmed it is testing AI to suggest goals and creative assets for Google Ads campaigns.
A roundup of the day's developments on search forums.
Nick Wilsdon died on October 11, 2026, after more than two decades in the SEO industry.
Google appears to have become more effective at blocking search-result scraping in recent weeks, hampering third-party rank tracking.
Google updates its Merchant Center guidance to clarify that poor image quality will not prevent products from appearing in Google Search or ads.
The article claims that all apps are now open source, regardless of their own wishes.
The author mentions accounts including Zipline and ICON3DTech, remarking that the future has arrived.
The author built a non-custodial stablecoin payment collection tool through Vibe Coding and opened it for trials.
Monetization Gateway Beta targets agent use cases and supports stablecoin payments.
Solana treasury company DeFi Development continues buying SOL, while its CHAD preferred shares set a record.
On-chain monitoring shows a whale or institution bought about $69.68 million worth of ETH at an average price of $2,534 as part of a portfolio shift.
The general manager said some funds from the $3.8 million attack were returned in Monero.
Bought $21.5 million in Bitcoin and repurchased $192 million in STRC, bringing Bitcoin holdings to 848,250 BTC.
Lookonchain monitoring shows the whale transferred its entire holdings, worth about $377.58 million.
Tom Lee said margin liquidations in South Korean stocks could have knock-on effects, potentially causing short-term pain in crypto markets.
Starter, Business and Enterprise plans are available, with new workspaces eligible for a free 30-day trial of Starter or Business.
RWUSD will support spot trading, cross-margin collateral and crypto conversions, but borrowing is not currently supported.
Yi Lihua said BTC looks weak across multiple time frames and has fallen below its 20-period moving average on the 4-hour chart, suggesting the pullback may not be over.
Analysts said the weekly and monthly averages of long-term holder SOPR are both above the annual average, indicating improving market conditions.
A research firm called Anthropic's IPO an unprecedented test of investor gullibility.
Reports that Anthropic may be IREN's mystery AI customer pushed IREN shares higher.
Hammack said further rate hikes remain possible and favors smaller, more frequent adjustments to bring inflation down to 2%.
The Ministry of Finance and State Taxation Administration have lowered the VAT export rebate rate for new energy vehicles.
Wolong Electric Drive plans to absorb its wholly owned subsidiary Wolong Supply Chain through a merger.
Morgan Stanley raised its eBay price target from $127 to $132.
Goldman Sachs cited significant risks from the Iran war and raised its December oil price target.
A gold price outlook says a bottom on the weekly chart is confirmed, but two key price levels still warrant attention.
The KOSPI stood at 5936.36 and Samsung Electronics fell 8.4% as South Korean stocks plunged during the session.
Memory chip stocks plunged, oil rose and gold fell as markets weighed upbeat earnings expectations against Middle East risks.
The morning brief covers broad declines in US memory and optical communications stocks, rising oil, falling gold and upbeat earnings forecasts from several A-share companies.
This year's Nobel laureate in economics visited China in 2005 and offered advice to its central bank.
The article explores what is needed for stocks to keep rising when corporate earnings beats have become routine.
A summary of oil prices as of October 12, 2026.
Analysis points to a risk that silver could fall to $54.76 against the US dollar.
More than a dozen brands posted congratulations on Zheng Qinwen's China Open title, while CHAGEE's mini program crashed amid a traffic surge.
A BBC investigation finds that documents were forged to evade taxes linked to Abramovich's wealth.
The article profiles the two winners of this year's Nobel Prize in Economics.
A Commerce Ministry spokesperson answers reporters' questions about the consensus reached in China-EU talks on hybrid and electric vehicles.
The Fed's Hammack hopes to curb demand and lower inflation without inflicting pain on the labor market.
The Nasdaq falls and oil prices rise as markets await corporate earnings and economic data.
Oil prices rebound as risks to Middle Eastern oil supplies persist.
India's September inflation nears the upper limit of the central bank's tolerance range, strengthening the case for further rate hikes.
A user set rules to stay focused on studying, but Claude replied with a laughing-with-tears emoji.
An injury prevents Zheng Qinwen from competing in the 2026 Wuhan Open.
RJ Mitte, the Breaking Bad actor and disability rights advocate, has died.
An accident involving a roller coaster at a Six Flags amusement park in Georgia, U.S., killed one person and injured several others.
The author suspects most issues are minor but difficult to address properly because they fall outside the standard correction process.
A post describes using REA to analyze device communication protocols, modify apps and recreate software, citing examples involving air conditioners and fitness bands. But one user said OpenAI banned their account after they tried reverse engineering with Codex, highlighting reported account risks alongside the growing interest.
According to a post, Tim from MediaStorm demonstrated ByteDance's world-model product at Douyin Wonderful Night. Text prompts generate 3D virtual worlds that users can freely explore and modify with additional instructions.
A post says mainland tax authorities contacted someone to request a filing for overseas income after they earned HK$24.5 in demand-deposit interest at China Merchants Bank in Hong Kong. The additional tax was 6.05 yuan, with a late-payment surcharge for missing the filing deadline.
A post describes China Mobile's “100GB Bundle for All—Customer Tenure Edition”: the 10-yuan tier includes 100GB and 1,000 minutes, while the 15-yuan tier includes 200GB and 2,000 minutes, with different customer-tenure requirements. The author warns that the minimum monthly spending requirement also adds the average spending over the six months before enrollment, rounded up to the next whole number.
One post uses backtests of top-performing stocks to discuss sustained gains driven by earnings beating expectations, while urging readers to check stock-selection criteria and maximum drawdowns. Another advocates avoiding tech stocks for now. Some investors prefer holding high-dividend A-shares long term, viewing their annualized returns as acceptable despite trailing the Nasdaq and S&P.
One post compares model cache durations, saying DeepSeek can retain caches for hours to days, versus Claude's default of five minutes and Gemini's default of one hour. Another says OpenCode Go's monthly usage allowance for DeepSeek V4.1 Flash has changed to $80 and questions whether quantization or rate limits apply.
One post recounts how Zheng Yanliang amputated his own limb because he could not afford treatment. Another describes how Zhang Lijun continued her pregnancy after a cancer diagnosis and ultimately had an early cesarean delivery, while her family had urged her to prioritize saving her own life.
A post presents a chart comparing Asian cities by cost of living and quality of life. The author notes that Muscat, Oman's capital, and Qingdao, China, fall in the chart's green zone for low costs and high quality of life.