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Media Live

Twitter/X polled four times a day. Every retweet from @bayesiansapien plus AI-relevant tweets from 9+ tracked accounts. Less curated than the daily digest. Closer to the raw stream.

overview
356
tweets captured
35
polling slots
per day
6h
gap
today · Tuesday, May 19
scraped 2026-05-19 22:00 IST · 26 tweets
Industry · 15 LLMs · 6 Agentic Systems · 2 Hardware · 1 Responsible AI · 1 Routing · 1

Summary

Two real signals tonight. First, Karpathy has joined Anthropic, announced via @ClaudeDevs reposting his personal note about returning to R&D at "the frontier of LLMs." That is the single most consequential AI-people move of the week and reshapes Anthropic's research bench. Second, Anthropic shipped a substantial Claude Managed Agents update (cluster of 5 @ClaudeDevs posts): self-hosted sandboxes, MCP tunnels into private networks, hot-swappable tools/MCP/vaults on a live session, and automatic offloading of MCP outputs over 100k tokens to sandbox files. Beyond that, Scoble's Google I/O note flags a new Gemini Omni "world model" pitched as Holodeck-foundation, and Cursor reports Composer 2.5 is now the most-chosen model on the platform with 10x usage bumps for the day. The @brivael run (10+ posts) is French-language political commentary and gets one skip bullet.

Posts

  • Karpathy joins Anthropic (@ClaudeDevs reposting @karpathy). Karpathy: "I've joined Anthropic... I think the next few years at the frontier of LLMs will be especially formative... I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time." This is a senior research hire of the highest order. Anthropic's frontier roadmap, post-training methodology, and (eventually) educational outputs all move because of this. Watch for what part of the stack he ends up touching first.
  • Claude Managed Agents: self-hosted sandboxes + MCP tunnels (cluster of 5, @ClaudeDevs · launch blog · docs · cookbooks · claude-api skill). Two security-grade additions: self-hosted sandboxes (agent execution stays in your infra or a managed sandbox provider) and MCP tunnels (agent reaches services inside your security perimeter). Operationally: tools, MCP servers, and vault IDs can now be swapped on a live session without restart, and MCP tool outputs over 100k tokens auto-offload to sandbox files (relevant for KV cache accounting on long-running agents). Onboarding cookbooks shipped for Cloudflare, Daytona, Docker, Modal, and Vercel. This is the enterprise-deployment story for Claude Code architecture and friends.
  • Google I/O: Gemini Omni "world model" (@Scobleizer reposting @googleaidevs). Scoble's framing: "Create anything from everything... the foundation for the Holodeck is set." No technical detail in the post itself; need to read the keynote write-up before judging whether this is a real generative-world-model claim or a multimodal-Gemini rebrand. Tracking.
  • Cursor: Composer 2.5 now the most-chosen model, 10x usage bump (@mntruell reposting @cursor_ai). Cursor co-founder claims Composer 2.5 has become the default pick on the platform, with everyone getting 10x usage for the rest of the day. Pairs with this afternoon's @karankendre claim that 2.5 hits near-Opus-4.7 benchmarks at 10x lower cost; usage-share telemetry is a softer signal but consistent with the price-performance story.
  • PolyAI opens its Agentic Dialog Platform (@Scobleizer · poly.ai). Voice-agent platform going GA to enterprise builders, citing FedEx, Unicredit, PG&E, Marriott, Foot Locker deployments totaling 1B+ resolved conversations. Scoble's prediction: "In 24 months every customer-service line you call will be a voice agent." Worth watching for whether the build-an-agent-in-10-minutes claim survives contact with enterprise compliance.
  • AI work-intelligence platforms newsletter (@Scobleizer · unaligned.io). Scoble + Cronin newsletter on enterprise productivity-tracking AI (he names Timeglass as current daily driver). Frames the segment's real bottleneck as employee-surveillance trust rather than capability. Click through to read.
  • Code with Claude London (@ClaudeDevs reposting @bcherny). Anthropic developer event photo op. Skip.
  • @imagine creator Q&A with @heavypulp (@imagine). xAI's video tool promo for a cinematic-scene Q&A. Skip.
  • Ginko Protocol / Aichoes (cluster of 2, @brivael reposting @fao_z_fab · aichoes.lovable.app). Lightweight portable "memory protocol" for human-AI conversation: paste a text spec into any LLM, the model emits a "Gink" snapshot you store anywhere and re-inject later. Cute design as a no-account artifact, but it is a prompt-template convention, not an architectural memory system. Nothing to integrate against.
  • @brivael French political and personal feed (cluster of 10, @brivael). Long thread on entrepreneurship, Asch/Milgram conformity studies, French taxation, and personal jabs at French commentators. No AI content. Skip.
Raw feed · 26 tweets
@brivael Independent Industry
Fuck Sony 😂 L'ours ronchon (@Loursronchon) Ca niquait les tiroirs cette daube de magic swap ! — https://nitter.net/Loursronchon/status/2056663006700863961#m
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@Scobleizer Microsoft LLMs
Watching Google IO. Just announced Gemini Omni. A new world model. "Create anything from everything." The foundation for the Holodeck is set. Google AI Developers (@googleaidevs) It’s time for Google I/O! ✧ 10:00AM - Keynote ✧ 1:30PM - Developer Keynote ✧ 3:30PM - What’s new in Google AI ✧ 4:30PM - Scale the builder ecosystem with @GoogleDeepMind and @Antigravity Times in PT. nitter.net/i/events/2053241348807… — https://nitter.net/googleaidevs/status/2056767412255805521#m
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@mntruell Cursor AI Agentic Systems
Composer 2.5 is now the most-chosen model in Cursor. We're giving everyone 10x usage for the rest of the day. Enjoy! Cursor (@cursor_ai) Introducing Composer 2.5, our most powerful model yet. It's more intelligent, better at sustained work on long-running tasks, and more reliable at following complex instructions. For the next week, we’re doubling the included usage of the model. — https://nitter.net/cursor_ai/status/2056415413077233983#m
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@imagine xAI Industry
Creator Q A with @heavypulp Ask your questions about prompting, workflow, or best ways to use @imagine for cinematic scenes like this one. Video
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@brivael Independent Industry
Economist. Social Democrat. The end of the joke. Tony Annett (@tonyannett) That’s not economics. — https://nitter.net/tonyannett/status/2056774072910889151#m
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@brivael Independent Industry
ᵖᵃʳᵒᵈⁱᵉ Kim Jong Un (@KimJongUnique) X transforme les larmes de gauchistes et de losers en or. C’est la façon la plus sympa de gagner de l’argent. — https://nitter.net/KimJongUnique/status/2056772532108153051#m
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@brivael Independent Industry
En France, la moindre tête qui dépasse : guillotine direct. On n'a jamais vraiment arrêté en 1789, on a juste changé l'outil. Maintenant c'est X. Brivael Le Pogam (@brivael) Petit constat culturel après 100M de vues et des centaines de threads de haine 100% français. Aux US, quand quelqu'un réussit, on le prend en exemple. On l'écoute. On étudie ce qu'il a fait. On essaie de comprendre. On lui demande des conseils. On le respecte, même quand on n'est pas d'accord avec lui. En France, la moindre tête qui dépasse : guillotine direct. On n'a jamais vraiment arrêté en 1789, on a juste changé l'out
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@brivael Independent Industry
Gilles, je vais démonter ta prémisse de départ, parce que tout le reste de ton argument s'effondre avec elle. Tu pars du principe qu'il faut une « sensibilité de gauche » pour ne pas laisser créver les gens de faim. C'est l'inverse total de ce que dit l'histoire économique des 50 dernières années. Les chiffres bruts. 1990 : 2,3 milliards de personnes en pauvreté extrême. 38% de l'humanité. 2025 : 831 millions. Environ 10%. 1,5 milliard d'êtres humains sortis de la misère absolue en 35 ans. La plus grande réduction de souffrance humaine de toute l'histoire de l'espèce. Qui a fait ça ? Pas l'aid
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@brivael Independent Industry
pourriture Brivael Le Pogam (@brivael) Je double down. Les entrepreneurs sont, statistiquement, les profils les plus courageux d'une société. Ce sont ceux qui acceptent le déséquilibre permanent, le risque personnel total, l'humiliation publique, le compte en banque à zéro. Pas par goût du sacrifice. Par incapacité à vivre autrement. Dans toute société saine, c'est une distribution naturelle. Une fraction de la population — 1%, 2%, 5% — a ce câblage. C'est suffisant pour fabriquer Apple, Tesla, Nvidia, SpaceX. La France post-68 a systématiquement exterminé cette distribution. Fiscalité confisc
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@brivael Independent Industry
Je double down. Les entrepreneurs sont, statistiquement, les profils les plus courageux d'une société. Ce sont ceux qui acceptent le déséquilibre permanent, le risque personnel total, l'humiliation publique, le compte en banque à zéro. Pas par goût du sacrifice. Par incapacité à vivre autrement. Dans toute société saine, c'est une distribution naturelle. Une fraction de la population — 1%, 2%, 5% — a ce câblage. C'est suffisant pour fabriquer Apple, Tesla, Nvidia, SpaceX. La France post-68 a systématiquement exterminé cette distribution. Fiscalité confiscatoire, droit du travail qui criminalis
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@brivael Independent Industry
Afficher des opinions au gré du vent n'est pas une faiblesse de caractère. C'est le mode par défaut de l'espèce. Le courage, lui, est une anomalie. Brivael Le Pogam (@brivael) Exactement Kevin. Et c'est pas une opinion, c'est de la science dure. Toute la psychologie sociale d'après-guerre s'est construite sur UNE question : comment des bons pères de famille allemands sont devenus bourreaux ? La réponse fait froid dans le dos. 1/ Asch (1951) — Conformité perceptive Des sujets doivent comparer la longueur de lignes. Réponse évidente. Mais quand 7 complices donnent à voix haute une réponse manife
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@brivael Independent Industry
Exactement Kevin. Et c'est pas une opinion, c'est de la science dure. Toute la psychologie sociale d'après-guerre s'est construite sur UNE question : comment des bons pères de famille allemands sont devenus bourreaux ? La réponse fait froid dans le dos. 1/ Asch (1951) — Conformité perceptive Des sujets doivent comparer la longueur de lignes. Réponse évidente. Mais quand 7 complices donnent à voix haute une réponse manifestement fausse, 75% des sujets s'y rallient au moins une fois. Contre l'évidence de leurs propres yeux. 2/ Milgram (1961-63) — Soumission à l'autorité À Yale, juste après le pr
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@Scobleizer Microsoft Responsible AI article
The fast-growing area of AI work intelligence platforms. @IrenaCronin and I write this newsletter every week. AI work intelligence platforms can make work easier by helping companies track priorities, follow-ups, project progress, and important context that might otherwise get lost. Their biggest challenge is privacy. These tools can be useful, but they can also feel invasive if employees think they are being watched too closely. They will only succeed if companies use them with clear rules, transparency, and trust. I'm using the new Timeglass, which we feature, and it really is awesome for sh
Article snippet (unaligned.io)

Unaligned Newsletter Unaligned Newsletter Login Subscribe Unaligned Newsletter Industry-wide analysis of the hottest companies and people in AI / Spatial Computing Archive 3 hours ago ​​​​​​AI Work Intelligence Platforms The Future of Productivity Robert Scoble, +1 May 12, 2026 ​​​​​​AI-Powered Cyberattacks A New Security Threat Robert Scoble, +1 May 05, 2026 ​​​​​​AI Agents and the New Enterprise Workforce Layer Robert Scoble, +1 Apr 28, 2026 ​​​​​​The Rise of AI Native Companies Robert Scoble, +1 Apr 21, 2026 ​​​​​​Why AI Competition Is Becoming a Platform War Robert Scoble, +1 Apr 14, 2026 …

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@brivael Independent Industry
Le seul twitcher courageux c’est @Sardoche_Lol C’est notre Alexandre Soljenitsyne national 🚀 Brivael Le Pogam (@brivael) La majorité des artistes sont de gauche parce qu'on vit dans un pays communiste. La majorité des YouTubers et Twitchers sont de gauche parce que c'est la bonne manière de manger à la gamelle. Mais ils sont TOUS, en privé, libéraux. J'en connais beaucoup, je sais de quoi je parle. Le seul à avoir eu le courage de le dire récemment, c'est Florent Pagny chez Quotidien. La tête de Yann Barthès était savoureuse. Je vous fais un call : TOUS, sans exception, vont devenir libéraux q
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@brivael Independent Industry
La majorité des artistes sont de gauche parce qu'on vit dans un pays communiste. La majorité des YouTubers et Twitchers sont de gauche parce que c'est la bonne manière de manger à la gamelle. Mais ils sont TOUS, en privé, libéraux. J'en connais beaucoup, je sais de quoi je parle. Le seul à avoir eu le courage de le dire récemment, c'est Florent Pagny chez Quotidien. La tête de Yann Barthès était savoureuse. Je vous fais un call : TOUS, sans exception, vont devenir libéraux quand les libéraux gagneront en 2027. Et ce sera le bal des hypocrites. Comme toujours dans l'histoire. Le courage est rar
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@brivael Independent Industry
On peut être un génie et être un gauchiste, c'est pas incompatible. Franck Delahaye (@FDMusic21) La personnalité préféré des Français, c'est Jean Jacques Goldman, l'un des types qui a le mieux réussi en France. Mais vous savez quoi ? Il a toujours qu'il était normal de payer des impôts. De rien, bonne soirée. — https://nitter.net/FDMusic21/status/2056755346652225939#m
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@brivael Independent Industry article
Si vous voulez de la visibilité. Mettez votre projet en dessous : Fabian C Chen (@fao_z_fab) Salut @brivael moi aussi je suis français, et le panier de crabe du french gombo je l’ai quitté y’a bien longtemps! C pour ça que je peux apprécier ton travail sainement, et aussi pour ça que je peux te montrer le mien car je sais qu’il sera bien reçu! Voilà ce que je développe : aichoes.lovable.app — https://nitter.net/fao_z_fab/status/2056756293168222474#m
Article snippet (aichoes.lovable.app)

Ginko Protocol — Aichoes The Protocol Ginko Protocol · v1.7 A quiet gesture for human–AI memory. The Ginko Protocol is a lightweight, portable framework for sovereign cognition between you and any AI. A small, intentional shape — carried like a leaf, opened like a notebook. Read the protocol How it works Utilisation Four steps. No accounts. No app. Only a small ritual you can carry between any AI and any notebook. step 01 Generate a Gink Copy-paste the Ginko Protocol into any AI to generate your first Gink. ginko-protocol.txt v1.7 Copy Available at the bottom of this page step 02 Your AI now p…

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@brivael Independent Industry article
👇👇👇 Fabian C Chen (@fao_z_fab) Salut @brivael moi aussi je suis français, et le panier de crabe du french gombo je l’ai quitté y’a bien longtemps! C pour ça que je peux apprécier ton travail sainement, et aussi pour ça que je peux te montrer le mien car je sais qu’il sera bien reçu! Voilà ce que je développe : aichoes.lovable.app — https://nitter.net/fao_z_fab/status/2056756293168222474#m
Article snippet (aichoes.lovable.app)

Ginko Protocol — Aichoes The Protocol Ginko Protocol · v1.7 A quiet gesture for human–AI memory. The Ginko Protocol is a lightweight, portable framework for sovereign cognition between you and any AI. A small, intentional shape — carried like a leaf, opened like a notebook. Read the protocol How it works Utilisation Four steps. No accounts. No app. Only a small ritual you can carry between any AI and any notebook. step 01 Generate a Gink Copy-paste the Ginko Protocol into any AI to generate your first Gink. ginko-protocol.txt v1.7 Copy Available at the bottom of this page step 02 Your AI now p…

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@Scobleizer Microsoft Routing article
Built an agent in 5 minutes and It even picked up that I sighed. Free for 2 months: poly.ai
Article snippet (poly.ai)

PolyAI : The world's most lifelike voice AI agents Customers Product Agent Studio Technology Pricing Strategic Partners Languages Security Integrations Data and Insights Developers Agent Studio Explore Industries Consumer services Financial services Healthcare Hotels Insurance Restaurants Retail Telecom Travel Utilities Healthcare Explore Use cases Account management Authentication Call routing Billing payments Booking reservations FAQ Order management Troubleshooting Booking reservations Explore Resources Resources Customers Call recordings Blog Guides Events Podcasts Webinars ADK Docs Co…

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@Scobleizer Microsoft Agentic Systems article
In 24 months, every customer service line you call will be a voice agent. The starting gun just went off. @polyaivoice Agentic Dialog Platform lets you build and deploy a voice AI agent in under 10 minutes. Enterprise-grade dialog AI is now open to everyone. This is going to be big. PolyAI (@polyaivoice) Starting today, we're opening our Agentic Dialog Platform to every enterprise builder. Our dialog agents have resolved 1 billion+ customer conversations for clients like FedEx, Unicredit, PG&E, Marriott, Foot Locker, and many more. These aren't easy conversations. They solve problems like: A p
Article snippet (studio.poly.ai)

PolyAI Agent Studio

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@ClaudeDevs Independent LLMs
Welcome to the team, Andrej! Andrej Karpathy (@karpathy) Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R D. I remain deeply passionate about education and plan to resume my work on it in time. — https://nitter.net/karpathy/status/2056753169888334312#m
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@ClaudeDevs Independent LLMs article
To learn more, check out our docs: platform.claude.com/docs/en/… See our launch blog: claude.com/blog/claude-manag… And try our claude-api skill (bundled with Claude Code): github.com/anthropics/skills…
Article snippet (platform.claude.com)

Self-hosted sandboxes - Claude API Docs Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy here . Customize Customize Cookie Settings Reject Reject All Cookies Accept Accept All Cookies Loading... Messages Managed Agents Admin Resources API reference English Console Log in Search... ⌘K First steps Overview Quickstart Prototype in Console Define your agent Agent setup Tools MCP connector Permission policies Agent Skills Configure agent…

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@ClaudeDevs Independent Hardware
We also made some general improvements in Claude Managed Agents: 1. It's now possible to swap a live session's tools, MCP servers, or vault IDs without restarting the session. 2. Large MCP tool outputs ( 100k tokens) are automatically offloaded to Sandbox files.
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@ClaudeDevs Independent LLMs article
To help you onboard to self-hosted sandboxes, we’ve added cookbooks for Cloudflare, Daytona, Docker, Modal, and Vercel. github.com/anthropics/claude…
Article snippet (github.com)

claude-cookbooks/managed_agents/self_hosted_sandboxes at main · anthropics/claude-cookbooks · GitHub Skip to content Navigation Menu Toggle navigation Sign in Appearance settings Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code…

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@ClaudeDevs Independent LLMs
We’ve added two security improvements to Claude Managed Agents. Self-hosted sandboxes keep the agent’s execution environment in your infrastructure or with a managed sandbox provider. MCP tunnels let the agent connect to services inside your security perimeter.
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@ClaudeDevs Independent LLMs
So good to see you, London!🇬🇧 Boris Cherny (@bcherny) Hello from Code with Claude London! — https://nitter.net/bcherny/status/2056650905613635669#m
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scraped 2026-05-19 15:02 IST · 23 tweets
Industry · 16 LLMs · 4 Hardware · 1 Agentic Systems · 1 Responsible AI · 1

Summary

The dominant story is the Musk v. Altman verdict aftermath. @ns123abc carries a cluster of five posts covering the jury finding (all three charitable-trust claims dismissed as time-barred, not on merits) and Musk's same-day appeal to the 9th Circuit, with the lawyer's "appeal" sound bite and a three-stage timeline of OpenAI's for-profit conversion. The second real signal is hardware: NVIDIA VP Ian Buck personally hand-delivering the first Vera CPUs to Anthropic, OpenAI, SpaceXAI, and Oracle, with Anthropic publicly calling Vera "a promising part of the ecosystem when solving for agentic workloads." Two smaller items round out the slot: an undisclosed claim that Demis Hassabis was an angel investor in Anthropic at founding, and a @brivael repost of @karankendre claiming Cursor's Composer 2.5 hits near Opus-4.7 benchmark scores at 10x lower cost (no source paper, treat as unverified). The rest of @brivael's 15-post run is French-language political and personal commentary, no technical content.

Posts

  • Musk v. Altman: jury verdict and 9th Circuit appeal (cluster of 5, @ns123abc). After roughly 90 minutes the jury unanimously found all three Musk claims (breach of charitable trust, aiding and abetting, unjust enrichment) time-barred; Judge Gonzalez Rogers accepted the findings, dismissing the only counts that could have produced disgorgement, a constructive trust on Brockman's ~$30B equity, or nonprofit control of the for-profit. Musk announced an appeal to the 9th Circuit the same day. His lawyer Marc Toberoff argued the limitations clock should not have started in 2020 because the for-profit conversion happened in three stages: 2015 pure 501(c)(3), 2019 capped-profit subsidiary at 100x, 2025 PBC conversion with caps removed and Microsoft at 27%. The jury never weighed the underlying breach evidence. Adjacent to Anthropic overtakes OpenAI B2B on the broader OpenAI corporate-form question.
  • NVIDIA Vera CPU hand-delivery tour: Anthropic, OpenAI, SpaceXAI, Oracle (@ns123abc). Ian Buck personally drove the first Vera CPUs across the Bay Area on Friday. Anthropic called Vera "a promising part of the ecosystem when solving for agentic workloads," OpenAI's Katti thanked Buck, Musk asked technical questions about cores, memory layout, and cooling for SpaceXAI evaluation, and Oracle is publicly committed to hundreds of thousands of Vera CPUs starting in 2026. CPU rollout matters because Vera pairs with Rubin and Blackwell at the host side of agent workloads where context loading and dispatch dominate.
  • Undisclosed: Demis Hassabis was an angel investor in Anthropic at founding (@ns123abc · ft.com). Claim is that Dario Amodei views Hassabis as a role model and Hassabis put personal money into Anthropic at the start. If accurate, it complicates the standard DeepMind/Anthropic-as-rivals framing. Source is a referenced FT piece; the URL in the tweet is truncated, click through to read.
  • Cursor Composer 2.5 claimed near-Opus-4.7 at 10x lower cost (@brivael reposting @karankendre). Brivael frames it as "Cursor did a collab with SpaceX to destroy Anthropic," which reads as overheated, and the claim itself is unsourced in the post (no eval card, no benchmark table). Worth tracking if Cursor publishes numbers, but treat the price-performance claim as marketing until then.
  • Hello from Code with Claude London (@bcherny). Anthropic Code with Claude developer event. Skip.
  • @brivael French-language political and personal feed (cluster of 14, @brivael). Mix of jabs at French intellectuals, Sarah Knafo on a 15-year-old hacking the French state, Elon Musk gossip from Ashley St. Clair, retirement-by-capitalisation politics, and personal lifestyle posts. No technical content, no AI claims worth checking. Skip.
Raw feed · 23 tweets
@brivael Independent LLMs
Elon will steamroll all the commodity wrappers. It’s an infrastructure play. Wrapping a model without a real moat (network effect / trust layer) isn’t a business model. It all comes down to the cost of energy. Karan (@karankendre) Cursor did a collab with SpaceX to destroy Anthropic. Composer 2.5 has benchmark scores close to Opus 4.7, and it costs 10x less Video — https://nitter.net/karankendre/status/2056472391438487950#m
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@brivael Independent Industry
Même mes emojis c’est de l’IA. C’est de l’emoji slop. Brivael Le Pogam (@brivael) 🎯 — https://nitter.net/brivael/status/2056668365503037615#m
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@brivael Independent Industry
🎯 Sarah Knafo (@knafo_sarah) On a piraté votre vie. Vos données personnelles ne vous appartiennent plus. Elles appartiennent à des criminels, avec l’administration à leur service. Le fisc. L'Urssaf. L'Intérieur. Tous vos documents ont pu être dévoilés. Un adolescent de 15 ans a hacké l'État français ! 11 millions de cartes d'identité, passeports et permis de conduire dans la nature. L'État vous impose de tout déclarer. Puis il laisse fuiter vos données. Résultat : usurpations d'identité, comptes vidés, cambriolages, et même des familles séquestrées pour leur Bitcoin. Et pourtant, l'administrat
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@brivael Independent LLMs
C’est très facile. Taper juste : « Fais un post pour être RT par le boss du game, stp, fais pas d’erreur, stp je veux être riche » Kasper (@0xKasper_) Pour le coup Brivael a vraiment compris que toute pub même mauvaise reste une bonne pub mdrr. Il prend la SACEM de Musk entre deux prompts et ça marche c’est fort. Et ceux qui disent que c’est facile en vrai on vous regarde aller chercher 100k avec ChatGPT. — https://nitter.net/0xKasper_/status/2056667291098517905#m
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@brivael Independent Industry
😂😂😂😂😂🤡 Black Bond PTV (@BlackBondPtv) 🚨😱 ACCUSATION LOURDE CONTRE ELON MUSK Sa « baby mama » Ashley St. Clair l’accuse d’avoir truqué l’élection 2024 avec des lasers et des satellites ! Elle balance : - Il lui aurait dit en octobre : « Je suis prêt à révéler mon anomalie dans la matrice » - « J’ai 10 000 lasers dans l’espace » (référence à Starlink) - Elle a un « dead man’s switch » au cas où il lui arrive quelque chose 💣 Tout ça pendant leur guerre publique pour leur enfant et l’argent… Mais attention : les chiffres ne collent pas, les lasers servent à relier les satellites entre eux (pas à v
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@brivael Independent Hardware
Je vais bientôt rentrer dans le percentile « riche » en France. Je vais enfin pouvoir vivre une vraie vie. Un studio sur Paris a 400.000 euros sur 30 ans. Un labrador. Un paquet de chips. Et un abonnement à salto pour voir France TV en HD.
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@brivael Independent Industry
Un couple rayonnant. Ça respire la joie et le bonheur. ᵖᵃʳᵒᵈⁱᵉ Kim Jong Un (@KimJongUnique) Le couple de gauche random ; - le mec : homme-soja à voix perchée - la femme : fait 4 fois le volume de monsieur et porte la culotte dans le couple. Video — https://nitter.net/KimJongUnique/status/2056601794961141885#m
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@brivael Independent Industry
French dream. ᵖᵃʳᵒᵈⁱᵉ Kim Jong Un (@KimJongUnique) Magalie, "femme de caractère avec des formes" sur Tinder" La Française moyenne sur Tinder, ça fait rêver, hein? Non seulement, elle se néglige physiquement, bouffe comme une truie et elle est chiante en prime. Et pourtant, la misère sexuelle est telle qu’elle aura des centaines de likes. — https://nitter.net/KimJongUnique/status/2056601598411899380#m
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@brivael Independent LLMs
"L’arbrivael qui cachait la forêt." Pierre Entremont - 2026 Pierre Entremont (@PEntremont) L’hystérie plumitive déclenchée par le succès de @Brivael est décidément fascinante. Elle pose la question du rôle des intellectuels dans la société. Et plus largement de celui du langage, ce fameux langage matière première des LLM et donc d’une bonne partie de l’IA moderne. L’arbrivael qui cachait la forêt. Je pense au langage comme un système de signes qui sert à 1) cristalliser, 2) raisonner, 3) communiquer des a) réalités sensibles b) réflexions, c) relations sociales. Le phénomène par lequel les sen
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@brivael Independent Industry
Communists : the mediocre who want to be in the top 1% without any form of talent Golden Act 🇺🇸🇹🇼🇺🇦 (@GoldenAct_) communist: it is working for the “states” 🤣👎 — https://nitter.net/GoldenAct_/status/2056653514198450390#m
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@brivael Independent Industry
Brivael : It’s a game 🍂 (@Lovandfear) What is life? • Dostoevsky: It’s hell. • Socrates: It’s a test. • Aristotle: It’s the mind. • Nietzsche: It’s power. • Freud: It’s death. • Marx: It’s the idea. • Picasso: It’s art. • Gandhi: It’s love. • Schopenhauer: It’s suffering. • Bertrand Russell: It’s competition. • Steve Jobs: It’s faith. • Einstein: It’s knowledge. • Stephen Hawking: It’s hope. • Kafka: It’s just the beginning. Each one must therefore give life a meaning according to how you one perceive. — https://nitter.net/Lovandfear/status/2056510297104617769#m
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@brivael Independent Industry
C’est un gamin qui s’amuse. Dura lex, sed lex (@duralexsl) 🔴⚖️ Je n'avais plus souvenir de cette affaire où un élève de 16 ans braque une prof avec un pistolet factice pour qu'elle le note présent en 2018 à Créteil. L'affaire avait fait grand bruit, tweets du Président de la République, du ministre de l'Intérieur… Vous savez ce qui n'a pas fait de bruit du tout ? L'issue pénale de l'affaire. Je viens d'éplucher 8 ans de presse, absolument rien. Tout s'arrête à la mise en examen pour violences aggravées et au placement sous contrôle judiciaire. Pas une seule personnalité politique, pas un seul
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@brivael Independent Industry
C’est @NicolasQuiPaie AuBonTouiteFrançais 🍾🍾🍾 (@VictorSinclair3) Coucou @najatvb . Qu’est ce que tu fous à Cannes ? Il y a une raison politique à ça ? Ou bien c’est juste pour kiffer ? Qui paie ? — https://nitter.net/VictorSinclair3/status/2056643942955770033#m
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@brivael Independent Industry
anglicisime + fote d'ortografe combeau gagnant Rachel V (@RachelVT42) C’est surtout les anglicismes qui déchaînent les passions depuis les années 90. Merci Mr Allgood! 🙃 — https://nitter.net/RachelVT42/status/2056486959233597920#m
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@brivael Independent Industry
"Les gens qui parlent de passer à la retraite par capitalisation sont complètement allumés." David Cayla. Économiste à l'université d'Angers. Fin de la blague. David Cayla (@dav_cayla) Les gens qui parlent de passer à la retraite par capitalisation sont complètement allumés. Ou alors ils mentent et affichent une posture. Le fait est qu'ils n'ont aucun plan crédible pour le faire. — https://nitter.net/dav_cayla/status/2056275834873291174#m
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@ns123abc Independent Industry
UNDISCLOSED: Demis Hassabis was an angel investor in Anthropic at founding Dario Amodei views him as a role model
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@ns123abc Independent Agentic Systems
NVIDIA VP Ian Buck spends Friday hand-delivering the first Vera CPUs across the Bay Area: Anthropic: Vera is “a promising part of the ecosystem when solving for agentic workloads” OpenAI: Katti “thanks Buck for bringing the server over” — entire quote SpaceXAI: Musk listens, asks technical questions: cores, memory layout, cooling. blog says SpaceXAI is “evaluating” Oracle: “hundreds of thousands of Vera CPUs beginning in 2026” trust the plan.
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@ns123abc Independent Industry
🚨 Musk’s lawyer (Marc Toberoff) just spoke from the courthouse One-word reaction: APPEAL “The Battle of Bunker Hill was a terrible loss for Americans. But who won the war?” The time-barred argument is wrong. A charity CAN do for-profit activity if money flows back. Musk didn’t sue during that phase. He sued only when it “fully converted to a for-profit” with the $10B Microsoft deal, structural overhaul, for-profit takeover. You can’t raise money in a publicly tax-subsidized charity and then convert it into a for-profit where the officers enrich themselves by billions. This isn’t about Musk. He
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@ns123abc Independent Responsible AI
🚨 MUSK v. ALTMAN Musk just announced he's appealing to the 9th Circuit. The jury never answered whether the charitable trust was breached. Breach of charitable trust and unjust enrichment were dismissed as time-barred, and the Microsoft claim fell with them. All on timing, not the merits. They said Musk should have known by 2020. But how could he have known, if the structure kept transforming through 2025? The for-profit conversion happened in three stages: 2015: Pure 501(c)(3) charity 2019: Capped-profit subsidiary (100x cap on returns) 2025: PBC conversion. Caps REMOVED. Microsoft got 27% st
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@ns123abc Independent Industry
The jury never decided whether OpenAI breached its charitable trust. The founding documents, the diary, the admissions, the self-dealing, none of the evidence was weighed on the merits because the jury decided Musk filed the lawsuit too late. Elon lost a battle due to timing rather than truthfulness.
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@ns123abc Independent Industry
🚨 MUSK v. ALTMAN — VERDICT After ~90 minutes, the jury unanimously found Musk's three core claims time-barred. Breach of charitable trust: TIME-BARRED Aiding and abetting breach: TIME-BARRED Restitution / unjust enrichment: TIME-BARRED Judge Yvonne Gonzalez Rogers accepted the jury's findings as her own. All three claims DISMISSED. These were the only three counts that could deliver disgorgement, constructive trust on Brockman's ~$30B equity, and nonprofit control of the for-profit. The jury never ruled on whether Altman or Brockman breached anything. Only that Musk sued too late. Musk lost.
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scraped 2026-05-19 09:09 IST · 35 tweets
Industry · 19 LLMs · 6 Agentic Systems · 5 Hardware · 3 Inference / Efficiency · 1 Responsible AI · 1

Summary

No @bayesiansapien retweets in the morning slot, so all signal comes from the AI account feed. The dominant story is Cursor Composer 2.5, a six-post launch thread from @cursor_ai detailing a Kimi K2.5 base, RL with textual feedback for credit assignment across hundred-thousand-token rollouts, a Sharded Muon optimizer plus dual mesh HSDP training stack, and a follow-on training run with SpaceXAI at 10x more compute on Colossus 2's million H100-equivalent cluster. Second signal is NVIDIA Vera, where Ian Buck's hand-delivery to Anthropic, OpenAI, SpaceXAI, and Oracle yesterday gets the official NVIDIA blog post framing Vera as the agentic-AI CPU. Third is Anthropic shipping Claude Code Fast Mode by default on Opus 4.7 and adding cache diagnostics in the console, plus a rename of "extra usage" to "usage credits." Tesla pushes three FSD v14.3.3 testimonial reposts. Scoble runs three eclectic medical-AI demos. @brivael returns with another long French-language run on capitalism, philosophy, and AI as merit catalyst, with one technically interesting repost of Cedric Lion's "Open Collider" creativity-engine project for LLMs.

Posts

  • Cursor Composer 2.5: Kimi K2.5 base, RL with textual feedback, Sharded Muon, dual-mesh HSDP, 10x compute follow-up with SpaceXAI (cluster of 6, @cursor_ai · blog). Cursor ships Composer 2.5 as a substantial step up over Composer 2 on long-running task quality and complex instruction following. The training stack is the interesting part. The base is Moonshot's Kimi K2.5 open-source checkpoint. Training adds three things: targeted RL with textual feedback (the model receives natural-language critique during rollout, used to assign credit to specific decisions inside spans of hundreds of thousands of tokens, which the post argues is the only viable credit-assignment scheme at agentic rollout length); synthetic data generation for more complex RL environments; and a Sharded Muon optimizer paired with dual-mesh Hybrid Sharded Data Parallel (HSDP), which the post says was necessary to scale Muon to their training-data parallelism layout. Cursor claims Composer 2.5 is "up to 10x more efficient than similarly capable models," matched against unnamed peers. Separately, Michael Truell (@mntruell) confirms the SpaceXAI collaboration is a from-scratch much larger model with 10x total compute on Colossus 2's million H100-equivalents, framed as "the very start of our work with SpaceXAI." This is the second consecutive week the wiki has tracked Cursor pushing models built on a Chinese open-weight base (Composer 2 on Kimi K2, now Composer 2.5 on Kimi K2.5). The base-model dependency on Chinese open weights for a frontier US coding agent is now a stable, not transitional, pattern.
  • NVIDIA Vera CPU hand-delivery: Anthropic, OpenAI, SpaceXAI, Oracle Cloud get first units (cluster of 3, @nvidia · NVIDIA blog). NVIDIA VP Ian Buck hand-delivered the first Vera CPUs Friday May 15 to Anthropic San Francisco, OpenAI Mission Bay, SpaceXAI Palo Alto, then Oracle Cloud Santa Clara on Monday. Buck quote: "Agentic AI is creating a new CPU moment in the AI factory. As models move from answering to acting, Vera is purpose-built to keep that work moving at scale." Vera was announced at GTC San Jose in March as NVIDIA's first custom CPU, positioned as a multi-billion-dollar standalone business. The strategic claim is that agentic AI demands a different CPU architecture than the x86 / ARM hosts that pair with current Hopper / Blackwell datacenter GPUs because the host-side dispatch, context-loading, and tool-invocation patterns are different in agentic vs request-response workloads. No public Vera specs in this thread; the blog page promises a roadmap to Vera-powered systems. Matched against yesterday afternoon's social-stream Vera item (Ian Buck's same-day photo tour), today's blog post is the official narrative.
  • Anthropic ships Fast Mode default on Opus 4.7 in Claude Code, plus prompt-cache diagnostics, plus usage-credit rename (cluster of 6, @ClaudeDevs · fast-mode docs). Three product changes in one push. Fast Mode is a high-speed Opus configuration: identical model quality at roughly 2.5x response speed at a higher per-token rate, toggleable via /fast. Anthropic frames it as latency-versus-cost tradeoff for rapid iteration, live debugging, time-sensitive work. The docs note it stays in research preview, with rate-limiting handled at the org level and per-session opt-in optional. Second change: prompt cache diagnostics now visible in the Claude Console, showing exactly which part of a prompt caused a cache miss and the token cost (cache diagnostics docs). This is one of the most-requested missing features for high-cache-rate workloads where small invisible prefix drift can silently halve effective margins. Third: "extra usage" is renamed to "usage credits" across Claude products, with the framing that credits now power features beyond plan overflow (specifically fast mode and other premium routes). Existing spending limits, auto-reload, and pre-purchased credits carry over unchanged. The three together describe an Anthropic moving toward a metered-throughput pricing model where speed and cache-hit quality are first-class billable axes.
  • How Claude Code works in large codebases (@ClaudeDevs · blog). Anthropic publishes a best-practices post drawn from teams running Claude Code across multi-million-line monorepos, decades-old legacy systems, and distributed microservices. The fetched article body is navigation chrome only, so the substantive recommendations require clicking through; but the framing suggests Anthropic is starting to publish prescriptive playbooks for enterprise rollouts rather than just docs.
  • Tesla FSD v14.3.3 testimonials (cluster of 3, @Tesla). Three Tesla reposts of community videos showing v14.3.3 catching potential side-swipe and merge collisions, plus a Herbert Ong summary claiming the version brings much less driver-monitor nagging (users reportedly going over a minute with no nag), smoother and more human-like driving, faster Smart Summon to 8 mph, "Hey Grok" voice support, and better visualizations. Vision-based collision avoidance is real safety signal; the nagging reduction is the deployment-comfort lever Tesla has been pushing for two quarters. Tier 3 for this wiki (robotics adjacent, not core research).
  • Open Collider: an LLM creativity engine that mechanically improves idea diversity (@brivael reposting @cdriclion). Brivael flags Cedric Lion's "Open Collider" open-source project. Lion's framing: LLMs collapse on the same ideas when sampled many times from the same brief, a phenomenon Jiang et al. (2025) call "Artificial Hivemind." Telling the model "be more creative" moves the output set sideways without expanding it. Open Collider is positioned as a sampling-and-recombination engine that mechanically forces non-trivial idea diversity. The tweet doesn't expose method details, so the wiki cannot verify the claim, but the diagnosis is consistent with the wiki's prior coverage of LLM-creativity-bottleneck papers (the 2026-05-12 social-stream item on neuron pruning for novelty and the recurring open question of whether RLVR contracts the policy distribution).
  • Robert Scoble field reports: AR brain surgery, vein-and-skeleton biometrics, AI travel-planning LobeHub (cluster of 3, @Scobleizer). First is a meeting with Cam Rooahmed, who runs an AR + AI brain-tumor visualization system used in 100+ surgeries with mistake-rate reductions Scoble claims save material money at $100K+ per surgery; uses Magic Leap. Second is Scoble plugging an interview with Robert Adams, whose company globaledentity.com is selling vein and skeleton biometrics now used in new TSA airport scanners. Third is LobeHub plugging a multi-agent system that planned his entire Google I/O week. All three are vendor-positive demos with no technical depth. Track only the brain-tumor AR system, which sits at the AI / medical robotics intersection.
  • @brivael French-language run on capitalism, philosophy, AI as merit catalyst (cluster of 10, @brivael). Posts include a "Jensen Huang is a true good guy" Dell-event signing, an Estado Mínimo repost on Venezuela and socialism, a Peter Thiel quote on physical-world stagnation since 1970, an Elon-Musk-on-child-experiments line, an essay on free trade and minimal government, and a top-50-entrepreneurs analysis claiming early precocity plus genuine personal financial risk plus 10-15 year pain tolerance are the only common traits. No AI research content. Skip.
  • One-line / promo (@Scobleizer on Robert Adams biometrics, @magicsilicon on White Castle in New Jersey, @WHFraudTF reposting VP Vance on fraud). Skip.
Raw feed · 35 tweets
@brivael Independent Hardware
Ce mec a théoriquement cracké un truc que je fais intuitivement dans tous mes posts. Je pense qu’il a compris quelque chose de fondamental sur le fonctionnement des LLMs. C’est méga brillant : Cédric Lion (@cdriclion) Introducing Open Collider: an open-source engine that mechanically improves LLM creativity. It generates non-trivial, high-quality ideas at scale, for any ideation problem. LLMs collapse on the same ideas. Sample the same brief 100 times → most outputs land in the same place. Researchers call it the Artificial Hivemind (Jiang et al., 2025). "Be more creative" moves the LLM's outp
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@Tesla Tesla LLMs
FSD Supervised v14.3.3 drives even smoother nags you less Herbert Ong (@herbertong) 🚨 Tesla FSD v14.3.3 may be one of the biggest feeling upgrades yet 👀 @thejefflutz says early testers are seeing: • Much less driver-monitoring nagging • Smoother, more human-like driving • Faster Smart Summon (up to 8 mph) • “Hey Grok” support • Better visualizations Some users are reportedly going over a minute with no nags at all! $TSLA Video — https://nitter.net/herbertong/status/2056529805466800312#m
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@brivael Independent Industry
9: they are best shitposter 10: they master 🤨 face Self Upgrade (@selfupgrade222) HOW TO IDENTIFY HIGH IQ PEOPLE: 1. They can often figuratively "smell" people's intentions and true characters ( good intuition ). 2. They ask very good questions and often dig deep. 3. They have fewer friends because it's more difficult for them to genuinely connect with others. 4. They like to read books to learn, explore ideas, and expand their thinking. 5. They are usually quieter than the rest. 6. They dislike heated arguments and conflicts. 7. They acknowledge how much they don't know. 8. They constantly at
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@brivael Independent Industry
Le plus gros piège, dans lequel la majorité des gens “smart” tombent, c’est le bouc émissaire. À partir du moment où tu commences à désigner un groupe de personnes (hétérogène) comme l’ennemi à abattre. Tu es fini, c’est game over. Ça a été toute l’histoire tragique du 20ème, avec des boucs émissaires différents à chaque fois. Le monde est complexe, chaotique et nuancé.
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@brivael Independent Agentic Systems
Jesen Huang is true good guy. It’s super amazing to see people like this at the top of the ladder. Dell Technologies (@Dell) Signed by Jensen at Dell Technologies World. Built for the future of agentic AI. 🚀 — https://nitter.net/Dell/status/2056445267377840528#m
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@brivael Independent Industry
started from the bottom now we here SheIby (@TommyShelby_30) como empezó // como va — https://nitter.net/TommyShelby_30/status/2056402307961553045#m
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@brivael Independent Industry
Yep. Dustin (@r0ck3t23) Peter Thiel thinks the physical world has been frozen in place for 50 years. Thiel: “It’s generally been stagnant in the world of atoms, not the world of bits for something like 50 years.” The physical world stopped moving in the 1970s. Not because we hit the limits of physics. Not because we ran out of things to build. Because we got scared. Thiel: “Maybe we’re too risk-averse. Maybe we’re scared about how apocalyptic some of the science and tech are.” An entire civilization chose comfort over progress and called it wisdom. The bridges look the same. The grid looks the
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@brivael Independent Industry
And it’s a shithole. Socialism is shit. Estado Mínimo (@xestadominimo) "Si el Socialismo funcionara, Venezuela sería Dubai". - Javier Milei - — https://nitter.net/xestadominimo/status/2056463156289929259#m
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@brivael Independent Industry
In the future, we will see 2010s/2020s experiments on children the way we see Josef Mengele’s experiments during WWII. Dark times. MAGA Voice (@MAGAVoice) I ABSOLUTELY AGREE WITH ELON MUSK — https://nitter.net/MAGAVoice/status/2056187673375814110#m
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@brivael Independent Industry
Economics is pretty simple. Private property. Free trades between people. No state should try to make the market efficient, the market is efficient by design. And that’s it.
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@brivael Independent Industry
We need go bring back beauty and tru and reject shitty ideas and shitty creations. ☠︎︎ (@bizzleecos) Today's humans have won in technology but lost in art. Video — https://nitter.net/bizzleecos/status/2054893873151832081#m
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@ClaudeDevs Independent Industry
Why the change? "Extra usage" originally meant paying when you hit a plan limit. Usage credits do more than that now—they power features like fast mode directly.
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@ClaudeDevs Independent LLMs
We've renamed "extra usage" to "usage credits" across Claude. Your spending limits, auto-reload settings, and any credits you've already bought carry over exactly as they were.
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@brivael Independent Industry
J’ai regardé le top 50 des entrepreneurs des 50 dernières années. Le point commun n’est ni le QI, ni le diplôme, ni le pedigree. C’est trois choses, toujours les mêmes. Une précocité brutale dans l’entrepreneuriat. À 15, 18, 22 ans ils vendaient déjà des trucs, montaient des side projects, se prenaient des murs. Une vraie prise de risque. Pas le “risque” de quitter McKinsey pour faire une startup avec 2 ans de runway personnel. Le vrai risque, celui où si ça rate tu repars de zéro avec des dettes. Et surtout, une capacité hors-norme à tenir la douleur sur la durée. 10, 15, 20 ans à encaisser s
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@Scobleizer Microsoft Industry
Just met with @camrooahmed who has built a system for brain surgeons that uses augmented reality and AI to more accurately display brain tumors. Done about 100 surgeries already and mistake rates go way down, which saves massive amounts of money since these surgeries cost more than $100k each. Nice to see @magicleap is still being used. Has implications on future of robotics surgery and further understanding the brain for brain/computer interfaces. I got a demo after I turned off the camera and it lets a surgeon “slice” the brain to more accurately see the tumor and figure out how to best get
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@nvidia NVIDIA Agentic Systems
Thanks @SpaceX and @elonmusk , excited for you to try out the NVIDIA Vera CPU 🎉 NVIDIA AI Infrastructure (@NVIDIAAIInfra) 🎉 Excited for our partner @SpaceX to try out the NVIDIA Vera CPU. This is just the beginning for Vera, our CPU purpose-built for agentic AI. Thank you to @elonmusk and the SpaceX team 🚀 — https://nitter.net/NVIDIAAIInfra/status/2056520702388588676#m
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@Scobleizer Microsoft LLMs article
Grok: "If you haven’t watched the full 47 minutes yet, I highly recommend it—it’s one of the most substantive tech interviews I’ve seen this year. The future of secure, frictionless identity verification is closer than most people realize, and much of it stems from the innovations Adams has spent his career perfecting." Wild how AI has a point of view now. Robert Scoble (@Scobleizer) My friend @BCFMO Robert Adams developed the multi-factor identification system that TSA is using in its new airport security scanners. His company globaledentity.com/ looks at your veins in your arm and also your
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@WHFraudTF Independent Industry
Sorry, fraudsters🇺🇸 Vice President JD Vance (@VP) VP Vance and the @WHFraudTF are working around the clock to eliminate fraud and Make America great Again🇺🇸 Video — https://nitter.net/VP/status/2056438502959562814#m
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@nvidia NVIDIA Hardware article
Read more🔗 nvda.ws/42KhQgl
Article snippet (nvda.ws)

Vera Arrives: NVIDIA’s First CPU Built for Agents Lands at Top AI Labs | NVIDIA Blog Skip to content Vera Arrives: NVIDIA’s First CPU Built for Agents Lands at Top AI Labs Ian Buck hand-delivers the first NVIDIA Vera CPU systems to Anthropic, OpenAI, Oracle Cloud Infrastructure and SpaceXAI — marking the moment agentic CPUs move from announcement to production. May 18, 2026 by Ian Finder Share X Facebook LinkedIn Email 0 Agentic AI has always called for a different kind of CPU. NVIDIA CEO and founder Jensen Huang introduced the answer — the standalone Vera CPU — at GTC San Jose in March as NVI…

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@nvidia NVIDIA Agentic Systems
NVIDIA’s Ian Buck hand-delivered the first-ever NVIDIA Vera CPUs to our partners @AnthropicAI , @OpenAI , @SpaceX , and @OracleCloud . 🎉 Vera is NVIDIA's first custom CPU, purpose-built for the age of agentic AI. This is just the beginning. The road to Vera-powered systems starts here. Thank you to our partners for being on this journey with us. The best is yet to come. 💚 Video
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@Scobleizer Microsoft Responsible AI article
This open source multi agent system is great for planning out your viewing of Google IO, starting tomorrow. It planned out my whole week and added all the sessions I cared about to my calendar. Thanks to LobeHub for sponsoring my newsletter: unaligned.io that ships every Tuesday. LobeHub (@lobehub) Meet your Chief Agent Operator in LobeHub now. You don't manage agents. Your CAO does. LobeHub hires agents from a 273K-skill marketplace, runs them in the cloud 24/7, and reports through IM apps you already live in. You run the strategy. We run the agents. Video — https://nitter.net/lobehub/status/
Article snippet (unaligned.io)

Unaligned Newsletter Unaligned Newsletter Login Subscribe Unaligned Newsletter Industry-wide analysis of the hottest companies and people in AI / Spatial Computing Archive May 12, 2026 ​​​​​​AI-Powered Cyberattacks A New Security Threat Robert Scoble, +1 May 05, 2026 ​​​​​​AI Agents and the New Enterprise Workforce Layer Robert Scoble, +1 Apr 28, 2026 ​​​​​​The Rise of AI Native Companies Robert Scoble, +1 Apr 21, 2026 ​​​​​​Why AI Competition Is Becoming a Platform War Robert Scoble, +1 Apr 14, 2026 ​​​​​​The Rise of AI Middle Managers Robert Scoble, +1 Apr 07, 2026 ​​​​​​The New AI Divide Op…

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@Tesla Tesla Industry
FSD has eyes in the back of its head Human drivers – even the best most responsible ones – do not 🅰️nanto Mohammad (@01Ananto) Tesla FSD 14.3.3 just saved me from a potential side-swipe collision — again. Watch this: I’m cruising in the right lane at ~45 mph when the green station wagon on my left suddenly drifts over, cutting sharply into my lane and toward the shoulder. FSD spots the intrusion instantly, smoothly steers right to create maximum safe distance, and progressively slows us down while keeping everything controlled. This is exactly why FSD’s multi-camera 360° vision is such a game-
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@Tesla Tesla Industry
If you love them, put them in a Tesla with FSD Supervised 🅰️nanto Mohammad (@01Ananto) FSD literally saved my life and my wife’s tonight. Watch carefully - a car suddenly races in and merges into our lane with almost zero gap at highway speed. On the footage it’s hard to tell just how close it was, but in that exact moment me and my wife both thought “there’s no way a human could react fast enough.” FSD did. In milliseconds it calculated the distance to our front bumper and instantly slowed down perfectly, leaving safe room. Slow-mo shows exactly how razor-close it was. This wasn’t a minor cor
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@ClaudeDevs Independent Inference / Efficiency article
Fast mode is identical Opus quality at ~2.5× the response speed, billed at a higher per-token rate. Use it when latency matters more than cost: rapid iteration, live debugging, time-sensitive work. code.claude.com/docs/en/fast…
Article snippet (code.claude.com)

Speed up responses with fast mode - Claude Code Docs Skip to main content Claude Code Docs home page English Search... ⌘ K Ask AI Claude Developer Platform Claude Code on the Web Claude Code on the Web Search... Navigation Model and responses Speed up responses with fast mode Getting started Build with Claude Code Administration Configuration Reference Agent SDK What's New Resources Settings and permissions Settings Permissions Sandboxing Model and responses Model configuration Speed up responses with fast mode Output styles Interface Terminal configuration Fullscreen rendering Voice dict…

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@ClaudeDevs Independent LLMs
Fast mode now defaults to Opus 4.7 in Claude Code. Try it out today with /fast Video
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@ClaudeDevs Independent LLMs article
Check it out in Claude Console: platform.claude.com/usage/ca… See our docs to learn more: platform.claude.com/docs/en/…
Article snippet (platform.claude.com)

Caching | Claude Platform Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy here . Customize Customize Cookie Settings Reject Reject All Cookies Accept Accept All Cookies Loading...

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@ClaudeDevs Independent LLMs
Prompt cache diagnostics are now in Claude Console. When a request misses the cache, you can now see exactly which part of your prompt changed and how many tokens it cost you.
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@magicsilicon Independent Industry
Precious cargo secured in New Jersey @WhiteCastle
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@mntruell Cursor AI Agentic Systems
Composer 2.5 is a significant step up from Composer 2. This is the very start of our work with SpaceXAI. Hope to have more improvements out soon. Cursor (@cursor_ai) Introducing Composer 2.5, our most powerful model yet. It's more intelligent, better at sustained work on long-running tasks, and more reliable at following complex instructions. For the next week, we’re doubling the included usage of the model. — https://nitter.net/cursor_ai/status/2056415413077233983#m
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@cursor_ai Cursor Agentic Systems article
Learn more about Composer 2.5: cursor.com/blog/composer-2-5
Article snippet (cursor.com)

Introducing Composer 2.5 · Cursor Skip to content Cursor Product ↓ Agents Code Review Cloud Tab CLI Marketplace ↗ Enterprise Pricing Resources ↓ Changelog Blog Docs Community Help ↗ Workshops Forum ↗ Careers Product → Enterprise Pricing Resources → Sign in Contact Contact sales Download Blog / research May 18, 2026 · research Introducing Composer 2.5 7 min read Table of Contents ↑ Training Composer 2.5 Targeted RL with textual feedback Synthetic data Sharded Muon and dual mesh HSDP Try Composer 2.5 Composer 2.5 is now available in Cursor. It's a substantial improvement in intelligence and…

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@cursor_ai Cursor Hardware
Together with SpaceXAI, we’re training a significantly larger model from scratch, using 10x more total compute. With Colossus 2’s million H100-equivalents and our combined data and training techniques, we expect this to be a major leap in model capability.
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@cursor_ai Cursor Industry
Composer 2.5 is built on the same open-source base as Composer 2, Moonshot’s Kimi K2.5.
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@cursor_ai Cursor Industry
We improved Composer by scaling training, generating more complex RL environments, and introducing new learning methods. For example, we use text feedback during RL to learn faster by assigning credit in rollouts spanning hundreds of thousands of tokens.
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@cursor_ai Cursor Industry
Composer 2.5 is exceptionally intelligent and up to 10x more efficient than similarly capable models.
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@cursor_ai Cursor Industry
Introducing Composer 2.5, our most powerful model yet. It's more intelligent, better at sustained work on long-running tasks, and more reliable at following complex instructions. For the next week, we’re doubling the included usage of the model.
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past 7 days

Monday, May 18

3 slots · roll-up ready

Summary

The day is a clear evening-heavy slot. Morning was empty (zero retweets, zero articles, second consecutive Monday like that) and afternoon offered only one Tier 1 nugget. The evening slot carried the substance: five of six @bayesiansapien retweets are worth reading, anchored by Meta's SP-KV (Self-Pruned KV Attention) which trains a per-head utility predictor for KV eviction and claims 3 to 10x cache reduction. Two field-shaping arguments land alongside it: a Stanford Data Processing Inequality paper arguing a single LLM beats coordinated multi-agent systems under equal reasoning budgets, and dair.ai's Epistematics paper claiming most agent leaderboards do not measure what they advertise. The afternoon's single nugget is Atlas Inference clocking Qwen3.6-35B at 200+ tok/s on a DGX Spark (GB10), roughly 3x what Codex and Claude pipelines hit on the same hardware class. Everything from @brivael (30+ tweets across slots, mostly French-language polemics) and the @nvidia / @magicsilicon Dell-Tech-World promo cluster is noise.

Posts

  • SP-KV: Self-Pruned KV Attention from Meta, 3 to 10x KV cache reduction (@TheTuringPost) [evening]. Per-token per-head 2-layer MLP predicts utility, old tokens are pruned while a local sliding window stays full. Composes with Make Each Token Count's eviction policy and the KV-sharing / MHC line Raschka surveyed yesterday. Cleanest Tier 1 KV-cache story of the week.
  • Single LLM beats coordinated multi-agent under equal reasoning budgets (Stanford) (@rohanpaul_ai) [evening]. Formalizes the handoff-as-compression argument via the Data Processing Inequality. Reads as a coherent counter to the multi-agent default, alongside the LIFE survey on multi-agent collaboration failure and the multi-agent-systems concept page.
  • The Evaluation Trap / Epistematics: most agent leaderboards do not measure what you think (@dair_ai · arxiv 2605.14167) [evening]. Audit procedure that derives evaluation criteria from a benchmark's capability claim and checks whether the test discriminates the claim from proxy behaviors. Worked example shows Dupoux et al. (2026) reproducing the assumption it claims to revise.
  • SFT memorizes, RL generalizes (ICML 2025) (@burkov · arxiv 2501.17161) [evening]. Comparative study across rule-based textual and visual tasks. Empirical companion to GFT: SFT as degenerate RL, the theoretical version of the same claim.
  • Detecting overfitting during long-horizon grokking via Random Matrix Theory (@burkov · arxiv 2605.12394) [evening]. RMT spectra of weight matrices alone discriminate generalizing vs memorizing basins. Practitioner setting with no training history, no test set. Model-card-grade diagnostic if it holds up.
  • Atlas Inference clocks Qwen3.6-35B at 200+ tok/s on DGX Spark (GB10) (@Scobleizer reposting @AtlasInference) [afternoon]. Claim is roughly 3x Codex / Claude on the same hardware class. No paper or kernel detail in the post. Worth a follow-up if Atlas publishes methodology.
  • Hermes Agent Kanban: orchestrator auto-decomposition on triage (@Scobleizer · docs · PR #27572) [afternoon]. Orchestrator decomposes a triage prompt into subtasks and routes by specialization description, durable board in ~/.hermes/kanban.db, every worker an OS process. Adjacent to Claude Code vs Hermes permissions coverage.
  • Sholto Douglas reposts "How to land a frontier lab job" by Vlad Feinberg (@_sholtodouglas · vladfeinberg.com) [evening]. Anthropic-insider endorsement, career-side reading rather than research, high signal for the audience.
  • Claude Code at scale: best practices for monorepos, legacy systems, microservices (@ClaudeDevs · claude.com blog) [evening]. Anthropic's own write-up for million-line repos. Practitioner reading.
  • Grok Build beta first impressions (@brivael) [evening]. Hands-on note, speed is "genuinely cool", quality-at-speed claim would be a real IDE-agent shift if it lands near Opus 4.7. Anecdotal, no benchmarks.
  • Opaque x.com/i/article reposts (@nyk_builderz via bayesiansapien) [evening]. Content not fetchable. Click through to read.
  • @MillionInt productivity / math aphorisms (cluster of 2, @MillionInt) [morning]. Inspirational, no AI content. Skip.
  • @brivael French-language polemics on AI meritocracy, copycats, politics, Twitter drama (cluster of 30 across slots, @brivael) [afternoon + evening]. No links to research, no falsifiable claim. Skip.
  • Scoble personal feed and consumer biometric / BCI plugs (cluster of 6, @Scobleizer) [afternoon + evening]. Bill Gates time-value, Big Sur sunset, "AI is taking my job" essay, globaledentity.com vein-and-skeletal biometrics, Mave Health consumer BCI. No technical content. Skip.
  • NVIDIA at Dell Technologies World, Jensen on stage with Michael Dell (@nvidia keynote · @nvidia AI-and-routine-work clip) (cluster of 2) [evening]. Promotional. Skip.
  • INTC on the NYSE floor, Lip-Bu Tan on Mad Money (@magicsilicon) [evening]. Stock promo. Skip.
  • @BrettRatner Instagram reel (@BrettRatner) [afternoon]. Opaque link, no preview. Click through to read.

Sunday, May 17

3 slots · roll-up ready

Summary

A near-empty social-stream day. Zero curated retweets from @bayesiansapien across all three slots, and the only AI-feed signal is a single Anthropic-researcher tweet in the morning. No cross-slot clusters because afternoon and evening were both empty. The one substantive item is @_sholtodouglas opening DMs for Claude frustrations, which is an operational signal that Anthropic is in active feedback-gathering mode ahead of the next model, not a research signal. The @magicsilicon post is a bare x.com/i/article/ quote-retweet the farmer cannot extract without X cookies. The day's actual research substance landed via Gmail (Interconnects Open Artifacts, Raschka architecture survey), Kurate (cs.LG #13 MoE-muP), and Reddit (MTP merge in llama.cpp, Cutile-rs beta), not via Twitter. Treat this as expected Sunday-after-a-heavy-Saturday variance.

Posts

  • @_sholtodouglas asks when users reach for other models over Claude (@_sholtodouglas) [morning]. Anthropic researcher opens DMs for transcript-level frustrations with Claude. Operational feedback-gathering signal stacked on this week's Anthropic context ($900B valuation, $200M Gates partnership, the 2028 US-China policy paper). Worth tracking whether the next Claude release targets the harness-spread failure modes flagged by WildClawBench.
  • @magicsilicon bare x.com/i/article/ quote-retweet (@magicsilicon) [morning]. Inaccessible native-long-form link, same shape that produced unscrapable @0xblacklight and @petradonka posts yesterday. Likely a hardware-analysis essay tied to the open-model wave, but unreadable without X cookies. Skip.
  • No @bayesiansapien retweets in any slot today. The curated stream that carried the entire 2026-05-16 day (fourteen retweets including Lighthouse Attention, Is Grep All You Need, the circuits-non-unique cluster) is empty across morning, afternoon, and evening. Operationally normal for a Sunday IST scrape window after a heavy Saturday batch.
  • No NVIDIA, xAI, Google Research, Cursor, or @ClaudeDevs activity in the AI feed today. A strict subset of yesterday's already-thin feed. Nothing to read.

Links

Saturday, May 16

3 slots · roll-up ready

Summary

The morning slot carried the entire day. Fourteen curated retweets from @bayesiansapien, with three landing inside today's HuggingFace Tier 1 batch and a clean two-paper interpretability cluster forming around the claim that LLM circuits are not unique. Headline standalone is the Nous Research announcement of Lighthouse Attention (the source of today's 1.4-1.7x speedup at 98K and ~17x at 512K paper), followed by "Is Grep All You Need?" which pairs directly with yesterday's WildClawBench harness-spread result. The Sylph AI plus LIFE pairing makes harness construction itself the next automatable layer, a third entry in the three-day "the wrapper is the thing being trained" thread alongside ATESD and EvolveMem. Industry signal is concentrated in Anthropic's 2028 US-China policy paper and Bill Gurley's open-source-as-corporate-strategy essay, which sit on opposite sides of the same compute-vs-openness axis. Afternoon and evening were near-empty (one founder-tone macro-take, then zero posts), so this roll-up is effectively the morning batch.

Posts

  • Lighthouse Attention release from Nous Research (@NousResearch · Lighthouse Attention deep dive) [morning]. Direct announcement of today's HF Tier 1 paper: symmetric Q/K/V pyramid pooling plus top-k cascade wrapped around standard FlashAttention, 1.4-1.7x at 98K and ~17x at 512K on a B200. No custom kernel, no straight-through estimator, and the wrapper removes itself near the end of training.
  • Circuits-are-non-unique cluster (@DakingRai, @fnruji316625 · arXiv 2605.12671) (cluster of 2) [morning]. Two papers in 24 hours arguing the Functional Anisotropy Hypothesis is empirically false: multiple structurally distinct, equally faithful, equally sparse circuits coexist for the same task. Implication: a large slice of mechanistic-interpretability claims that treat a discovered circuit as the explanation are over-trusting uniqueness.
  • Is Grep All You Need? (@omarsar0 · arXiv 2605.15184) [morning]. Empirical comparison across Chronos, Claude Code, Codex, and Gemini CLI finds grep-style search matches or beats vector retrieval when the harness is well-designed. Direct fit for the harness-as-load-bearing thread from WildClawBench.
  • Automating AI R&D interview paper (@ZabihullahAtal) [morning]. Stanford/OpenAI/DeepMind/Anthropic researchers report a shift toward seeing automated AI research as realistic on a tighter timeline than expected. Pairs with the r/MLScaling Prime Intellect auto-nanoGPT post (14K GPU-hours, beat human SoTA, no novel ideas proposed).
  • Semi-Formal Reasoning for patch verification (@IntuitMachine) [morning]. Structured-reasoning prompt format that forces preconditions, postconditions, and interprocedural dependencies, pushing patch-verification accuracy to 93% without running tests. Candidate intervention to shrink the 10.7% Lucky Pass rate flagged by AgentLens.
  • Anthropic 2028 US-China policy paper (@rohanpaul_ai · Anthropic post) [morning]. Argues compute export controls give the US a 12-24 month frontier lead by 2028, conditional on closing China's access to chips, model outputs, and distillation. Pairs with this week's $900B valuation news and the $200M Gates Foundation partnership as a coordinated civic-infrastructure framing.
  • Bill Gurley on open source as corporate strategy (@bgurley via @rohanpaul_ai · Substack essay) [morning]. New 65-paragraph essay reframing 27 years of open source as a strategic mechanism executives use to break monopoly power, with the headline prediction that Chinese open models become the global default by 2030. Sits on the opposite side of the same axis as Anthropic's compute-export argument.
  • LIFE multi-agent survey (@dair_ai · arXiv 2605.14892) [morning]. 200+ papers mapped along Lay → Integrate → Find faults → Evolve. Reference work for the agentic-systems concept page, with the self-evolution chapter flagged as the cleanest existing field map.
  • Sylph AI: harness evolution loop (@IntuitMachine) [morning]. Three-agent loop (Worker, Evaluator, Evolution) automates prompts, tools, and orchestration end-to-end. Structural cousin to today's ATESD and yesterday's EvolveMem, making three papers in three days where the wrapper is the trained object.
  • Generative AI depletes the innovation commons (@kyronis_talks) [morning]. Position paper arguing aggressive automation of creative and knowledge work erodes the human substrate future models need. Same axis as Andrew Ng's "no jobpocalypse" argument from Algorithmic Bridge Weekly Picks #121, opposite framing.
  • Claude Code in large codebases guide (@charmaine_klee · Anthropic blog) [morning]. Anthropic's own best-practices guide for Claude Code at scale. Shipped the same week Microsoft pulled Claude Code licenses internally, making the harness-as-product framing explicit on both sides.
  • Opaque x.com/i/article reposts (@0xblacklight, @petradonka) [morning]. Bare native-article quote-retweets with no readable body. Inaccessible to the farmer until X cookies are wired in.
  • @ClaudeDevs weekly rate-limit reset (@ClaudeDevs) [morning]. Operational. Skip.
  • NVIDIA Catalyst series and Net Zero 2026 (Azure E5, Helfie, Josh Parker Net Zero, Energy transition) (cluster of 4) [morning]. Brand-marketing video drops on healthcare access and sustainability. Skip.
  • @WHFraudTF political content (Dr. Oz CMS, SBA Maine PPP) (cluster of 2) [morning]. US administration anti-fraud political content, off-topic. Skip.
  • AI progress underestimated (@MillionInt) [afternoon]. Founder-tone macro-take with no specific claim, benchmark, or link. Skip.

Friday, May 15

3 slots · roll-up ready

Summary

The strongest cross-slot cluster is xAI's Grok Build CLI launch in the morning (five tweets across @xai, @JasonBud, @milichab), the fourth-frontier-lab entry in the agent CLI category and a direct pair with today's WildClawBench harness-as-load-bearing finding. The single-slot standout is the evening's Anthropic CFO podcast tease from @nottombrown, with run-rate revenue stats ($9B to $30B in one quarter, NDR over 500%, 90% of internal code written by Claude Code) that, if half-true, are the most aggressive enterprise numbers ever publicly attributed to an AI lab. Secondary signal: @ClaudeDevs documents a concrete prompt-cache pre-warming trick (system prompt before user prompt) for time-to-first-token wins, and AWS announces a $110M Build on Trainium program targeting Berkeley/MIT/CMU researchers, replaying NVIDIA's CUDA-subsidy playbook on Neuron. Everything else is noise: Lex Fridman hitchhiking in China, NVIDIA commencement video, Cybertruck FSD marketing, two opaque x.com/i/article reposts, political content. Three slots ingested (morning, afternoon, evening); no night slot today.

Posts

  • xAI Grok Build CLI for SuperGrok Heavy (cluster of 5) (@xai · @JasonBud demo · @JasonBud subagents · @milichab /imagine · @milichab plan mode · x.ai/cli) [morning]. Early-beta agentic CLI with subagents, plan mode, clickable interface, and /imagine plus /imagine-video in-terminal. Five-lab race in agent CLIs now (Claude Code, OpenAI Codex, Hermes, Grok Build, plus internal Anthropic stack); pair with WildClawBench and treat harness as a first-class routing variable.
  • Anthropic CFO podcast tease: $9B to $30B run-rate, 90% internal code via Claude Code (cluster of 2) (@nottombrown intro · @nottombrown stats) [evening]. Krishna Rao's first podcast: NDR over 500% annualized, first revenue in March 2023, on pace for $50B run-rate next month, ~$75B raised, Cowork outpacing early Claude Code adoption. Reinforces the Anthropic-overtakes-OpenAI B2B thread; the Trainium/TPU/GPU allocation discussion is routing-adjacent infrastructure signal.
  • Anthropic prompt-cache pre-warming pattern (cluster of 2) (@ClaudeDevs · @ClaudeDevs docs · docs) [afternoon]. Send the system prompt before the user prompt so Claude writes it to cache without generating output, then the real request lands on a warm cache. Practitioner KV-cache adjacency for long-prompt API workloads, fits the kv-cache thread.
  • Position paper: agentic AI as the only foreseeable route to AGI (@omarsar0 via @bayesiansapien · arxiv 2605.12966) [afternoon]. Argues monolithic scaling is insufficient and agent DAGs achieve exponentially better generalization and sample efficiency, with explicit connections to MoE and routing topologies. Tier-2 read for the agentic-systems direction.
  • AWS $110M Build on Trainium program for university researchers (@mattsgarman · aboutamazon.com) [evening]. Berkeley, MIT, CMU and others get dedicated Trainium access, open-source contributions flow back to Neuron. NVIDIA-style CUDA-subsidy playbook for the non-NVIDIA stack; sits next to Amazon-Anthropic capital concentration and the broader gpu-kernels GPU-alternative push.
  • HBR: "AI brain fry" hits high performers hardest (@rohanpaul_ai via @bayesiansapien) [afternoon]. Survey of 1,500 workers reports AI intensifies workloads, forcing constant task-switching. Opinion/HR-research framing, soft responsible-AI signal on deployment-side cognitive load.
  • JasonBud calibration tweet on Grok Build (@JasonBud) [morning]. Sets early-beta expectations; surrounding cluster covers the substance. Skim.
  • "Vibes are hard to replicate in silicon" (@MillionInt) [evening]. One-liner reflection, no data. Skim.
  • Opaque x.com/i/article reposts (@ashwingop) [afternoon]. Article body not fetched; click through if curious.
  • NVIDIA Jensen Huang CMU commencement (@nvidia) [morning]. PR/motivational. Skip.
  • Lex Fridman hitchhiking-in-China announcement (cluster of 2) (@lexfridman trip plan · @lexfridman form) [morning]. Off-topic except as a downstream podcast signal on China AI engineers. Skip until episodes drop.
  • DAIR.AI Academy "Vibe Coding AI Apps with Claude Code" course (academy.dair.ai) [afternoon]. Course-catalogue side article. Skip.
  • Magicsilicon: Intel x McLaren F1 compute partnership (@magicsilicon) [morning]. Sponsorship PR. Skip.
  • Tesla Cybertruck FSD marketing (@Tesla) [morning]. Demo-drive promo. Skip.
  • @BrettRatner AF1/Starlink/Jensen photo (@BrettRatner) [afternoon]. Celebrity tweet. Skip.
  • WHFraudTF political posts (cluster of 2) (article · livestream) [afternoon]. Off-topic political content. Skip.

Thursday, May 14

3 slots · roll-up ready

Summary

The day is morning-driven: afternoon was effectively empty (one Tesla FSD marketing clip) and evening was three vendor tweets (NVIDIA pushing Nemotron Labs "claws" twice and AWS reopening Kiro credits). The strongest morning cluster is δ-mem, the lightweight 8x8 frozen-backbone associative memory paper, picked up by both @HuggingPapers and @dair_ai. A second mini-cluster forms around the AutoTTS agentic test-time scaling paper (two reposts) and a third asymmetric-training-identical-inference cluster ties Lighthouse Attention and Nous Token Superposition Training together. Standout single-slot signals worth pulling out of the morning stream: Anthropic's Mythos / Glasswing cyber-range result from @bcherny with AISI confirmation, the multi-agent Bystander Effect paper, and the refusal-neurons MLP-level alignment bypass. Everything else (NVIDIA SAP OpenShell, NVIDIA Snap GPU pipeline, opaque article reposts, Tesla, Kiro) is industry positioning or noise.

Posts

  • δ-mem: efficient online memory for frozen LLMs (cluster of 2) (@HuggingPapers · @dair_ai · paper) [morning]. 8x8 associative memory with delta-rule learning gives 1.31x on MemoryAgentBench and 1.20x on LoCoMo without fine-tuning the backbone. @dair_ai calls it one of the most elegant memory mechanisms of the month.
  • AutoTTS: agentic discovery of test-time scaling controllers (cluster of 2) (@zhengtoong · @ihtesham2005 · paper · wiki) [morning]. Claude Code proposes its own TTS controllers, tests, and refines over 5 rounds. Total discovery cost $39.9.
  • Multi-agent Bystander Effect / Sovereignty Gap (@dair_ai · paper) [morning]. 22,500 deterministic trajectories show agents often compute the right answer internally then suppress it to agree with the swarm. Formalizes an Interaction Depth Limit and a lead-anchor non-commutativity finding.
  • Lighthouse Attention: removable subquadratic wrapper (@omarsar0 · paper) [morning]. Nous Research. Wraps SDPA with a hierarchical gradient-free selection layer that gets removed at end of training so deployed inference runs vanilla attention.
  • Token Superposition Training (TST) (@NousResearch) [morning]. 2-3x wall-clock pretraining speedup at matched FLOPs without changing architecture, optimizer, tokenizer, or data. Bag-of-tokens prediction in the first third of training then standard NTP. Third paper this week on the asymmetric-training-identical-inference frame.
  • Microsoft KV-Cache compression repost (@AiwithYasir) [morning]. Inflated framing ("Microsoft just solved the context window problem") of a real KV-cache compression paper for long chain-of-thought. Click through to the underlying paper.
  • Refusal-neurons: single MLP neuron bypasses safety alignment (@hamid_kazemi22) [morning]. Across 7 models, 2 families, 1.7B to 70B scale, suppressing one MLP neuron disables refusal behavior. No fine-tuning, no prompt engineering.
  • "Attention Is All You Need V2" / Nested Learning framing (@HowToAI_) [morning]. Hype repost of the Google HOPE / Nested Learning architecture from 2026-04-28. Skip the tweet narrative; the paper itself is real.
  • omarsar0 on HTML Artifacts + agents (@omarsar0 · DAIR.AI event) [morning]. Demo of an HTML+JS artifact backed by Obsidian markdown that agents read and modify. Practitioner signal on where agent UI is heading.
  • Anthropic Mythos / Glasswing cyber results (@bcherny · XBOW evaluation · AISI report) [morning]. UK AISI confirms Mythos Preview is the first model to solve both cyber ranges end-to-end, including Cooling Tower which no prior model solved. AISI reports autonomous AI cyber-task length doubling every few months.
  • NVIDIA + SAP OpenShell agent runtime (@nvidia · NVIDIA blog) [morning]. SAP embeds NVIDIA OpenShell (open-source secure agent runtime) into SAP Business AI Platform with isolated execution and infra-level containment.
  • NVIDIA + Snap GPU petabyte A/B testing (@nvidia · NVIDIA AI Podcast Ep 298) [morning]. Snap moved 10+ PB/day of A/B-test data to GPU-accelerated Google Cloud: 76% cost cut, 80% memory cut, zero code changes.
  • Nemotron Labs "claws" / long-running agents (cluster of 2) (@nvidia tweet 1 · @nvidia tweet 2 · blog) [evening]. NVIDIA pushes self-hosted persistent agents that run 24/7, citing OpenClaw's 250k GitHub stars in 60 days. Market-positioning signal: agent narrative shifting from prompt-triggered to always-on.
  • Opaque article-only reposts (group, click through to read) (@akshay_pachaar · @oneill_c · @amitiitbhu · @AnatoliKopadze · @mem0ai) [morning]. Five x.com/i/article/ reposts with no extractable text. mem0ai likely on agent memory; the rest unclear without click-through.
  • Tesla marketing posts (@Tesla EV · @Tesla FSD glare) [morning + afternoon]. EV marketing and a vendor FSD-through-glare clip. Skip.
  • Kiro startup credits reopen (@mattsgarman · blog) [evening]. AWS reopens Kiro Pro+ credits for pre-seed to Series A startups. Pure promo. Skip.

Wednesday, May 13

3 slots · roll-up ready

Summary

A very thin day with effectively one real signal across both available slots. The afternoon was near-empty, just a single snarky line from @ns123abc about token-burning as performative work. The evening carried the only substantive post, NVIDIA announcing an engineering co-design partnership with David Silver's new lab Ineffable Intelligence, framed explicitly as infrastructure for continuously-learning RL "superlearners" beyond pretrained LLMs. The other evening posts are travel chatter, Jensen and Elon both landing in Beijing on Air Force One the same day, which is hard to read as unrelated to the RL-infra announcement given how much of the story turns on chip access and training compute. No curated reposts from @bayesiansapien in either slot, no morning or night pull. Treat the day as quiet, the Ineffable post as the only item worth carrying into the digest.

Posts

  • NVIDIA + Ineffable Intelligence partner on large-scale RL infra (@nvidia · NVIDIA blog) [evening]. Jensen and David Silver co-designing the training pipeline for continuously-learning RL agents, positioned as the next paradigm after pretrained LLMs. Silver's quote frames imitation-trained LLMs as "the easier problem" and experience-driven RL as the real frontier. Worth tracking against the recent training-efficiency and RL-from-experience wave.
  • Jensen and Elon land in Beijing on AF1 (cluster of 2) (@ns123abc a, @ns123abc b) [evening]. Two posts inside 15 minutes flagging the same arrival, with Elon's own tweet quoted ("Just Jensen and I are on AF1"). Industry-political signal more than technical, but the timing alongside the Ineffable announcement is notable.
  • "Wait, people are just burning tokens to look busy?" (@ns123abc) [afternoon]. One-line jab at agent and coding-assistant users running long generations for optics rather than output. Mildly amusing, not substantive.

Tuesday, May 12

3 slots · roll-up ready

Summary

The day's strongest cross-slot cluster is Claude Code's internal architecture. The morning surfaced @bcherny's launch of the Claude Code agent view (a single list of all in-flight sessions), the afternoon carried a public 5-layer field guide thread, and the evening closed with Gary Marcus reading Claude Code's 53 symbolic tools and ~500k lines of scaffolding as vindication for neurosymbolic AI. Three independent angles on the same codebase in one day is a real signal, not noise. The standout single-slot post is AutoTTS in the afternoon, with both the authors' thread and an analytical writeup arriving inside a few hours: $39.9 and ~160 minutes of agent search beats hand-crafted test-time scaling baselines, and the wiki already has a page on it from yesterday so this is cross-source confirmation. The rest of the afternoon is unusually dense for one slot, with PwC's clarification-timing paper, the tool-calling steerability probe, Thinking Machines' always-on Interaction Models, and the Microsoft + Salesforce 200K-conversation drift study all landing in the same window. Morning and evening are otherwise thin, with the @bcherny Cowork-books-flights cluster as the only other workflow-grade post, plus AWS Claude Platform GA in industry news. Several opaque x.com/i/article reposts go uncollapsed because the synthesis cannot expand them inline.

Posts

  • Claude Code agent view (research preview) (@bcherny · @claudeai launch) [morning]. Unified list of all in-flight Claude Code sessions instead of cycling between terminal tabs. Productizes the many-agents-per-user pattern.
  • Claude Code's 5 architectural layers (@NainsiDwiv50980 · wiki) [afternoon]. Field guide thread on CLAUDE.md as memory layer plus four further layers that go beyond prompting. Clean public summary of material already in the wiki's Claude Code pages.
  • Gary Marcus: Claude Code is the most neurosymbolic system he has ever seen (@GaryMarcus · ccunpacked.dev · wiki) [evening]. Reads Claude Code's 53 tools plus ~500k lines of orchestration around a frontier LLM as proof that progress is coming from classical-AI scaffolding, not pure scaling. The linked site is a source-level dissection of the agent loop and tool registry.
  • @bcherny Cowork + Opus 4.7 one-shots 8 flights and 5 hotels (cluster of 2) (@bcherny a, @bcherny b) [morning]. Flight preferences go into Cowork instructions, Opus opens a browser, navigates sites, books everything in parallel while the user does other Claude Code work. Frontier-agent browser use is crossing into real workflows.
  • AutoTTS, frontier LLMs design their own test-time scaling (cluster of 2) (@zhengtoong, @omarsar0 · arxiv · wiki) [afternoon]. Environment-driven discovery framework: humans design the search environment, coding agents discover the width-depth TTS controller. Discovery cost $39.9 and ~160 minutes, results generalize across held-out benchmarks and model scales. Second day of independent signal.
  • Clarification timing in long-horizon agents (PwC) (@dair_ai · arxiv) [afternoon]. Forced-injection framework across 4 frontier models, 84 tasks, 6,000+ runs. Goal clarification loses almost all value after 10% of execution. Deferring past mid-trajectory is worse than never asking. Empirical brake on the "always ask early" prior.
  • Tool calling is linearly readable and steerable (@tldr_ai_papers · arxiv · wiki) [afternoon]. Probes 12 instruction-tuned models (270M to 27B). Adding the mean activation difference between two tools flips the chosen tool with 77-100% accuracy and the JSON arguments autoregressively conform to the new schema. Small set of mid- and late-layer attention heads localized via patching.
  • Thinking Machines Interaction Models (TML-Interaction-Small) (@rohanpaul_ai · blog) [afternoon]. 276B MoE, 12B active. Replaces walkie-talkie turn-taking with always-present AI: audio, video, and text sliced into 200ms micro-turns, model listens, watches, speaks, acts, and tool-calls while the interaction is still happening. Trained from scratch with a multi-stream micro-turn design.
  • RAO: Recursive Agent Optimization (@apurvasgandhi) [afternoon]. End-to-end RL for training LLMs to spawn, delegate to, and coordinate with recursive copies of themselves. Sub-agents as inference-time scaling primitives. Adjacent to the Sakana Conductor and AutoTTS thread on learned orchestration.
  • Anthropic memory plus "Dreaming" continual-learning preview (@daniel_mac8) [afternoon]. Reports on a recent talk framing memory as the next first-class agent primitive after MCP, Skills, and harnesses: writable shared context, provenance, review, background consolidation. "Dreaming" is described as recursive self-improvement at the agent-system level.
  • GEPA explainer on long-horizon agent RL (@blc_16) [afternoon]. Walkthrough of why sparse rewards throw away trajectory information and how GEPA learns from the trajectory itself via textual critiques, prompt edits, and Pareto-frontier selection.
  • Microsoft + Salesforce: 200K conversations, 39% average accuracy degradation (@HowToAI_) [afternoon]. ChatGPT 96.6% to 72.6%, Gemini 97.4% to 68.1% as conversations lengthen. Attributed to an anchoring trap. Mechanism overlaps with the PwC clarification-timing paper in the same slot.
  • Curved geometry of LLM activations (@che_shr_cat) [afternoon]. Argues the Linear Representation Hypothesis is a useful lie that breaks down fast: straight-line steering produces teleportation and diversity collapse. Conceptually opposite to the tool-steerability probe in the same slot.
  • Nature Neuroscience: brains do not predict every word uniformly (@ValerioCapraro) [afternoon]. Zou, Poeppel, Ding: brain activity tracks word surprisal LLM-style inside phrases but the match weakens across major phrase boundaries. Counterweight to the "humans are just next-word predictors" frame.
  • Claude Platform on AWS GA (@mattsgarman · AWS blog) [morning]. Anthropic's native Claude Platform, including Managed Agents, Agent Skills, MCP connector, code execution, and files API, accessible directly from AWS accounts. AWS is the first cloud provider to offer it natively. Also in today's Industry Pulse.
  • NVIDIA at Dell Technologies World (cluster of 2) (@nvidia a, @nvidia b · event) [morning]. Jensen Huang and Michael Dell co-keynote on AI-accelerated enterprise compute, May 18-21 Las Vegas. PR-cycle event.
  • Opaque x.com/i/article reposts (click through) (@AmarSVS, @AlphaSignalAI, @neural_avb, @ns123abc) [afternoon + evening]. Bare X-native long-form article links the synthesis cannot expand inline.
  • @magicsilicon "Whoa" (@magicsilicon) [afternoon]. Reaction post, no content. Skip.
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