The ideal system for machines, for humans, and for the agents that are now both is: strict at the boundary congruent in what it sends capability-scoped in what it trusts fast to fail loudly instead of corrupting silently and brave enough to run exactly one deliberate vulnerability loop with the node it has chosen

Introducing the Agent Virtual Machine (AVM) Think V8 for agents. AI agents are currently running on your computer with no unified security, no resource limits, and no visibility into what data they're sending out. Every agent framework builds its own security model, its own sandboxing, its own permission system. You configure each one separately. You audit each one separately. You hope you didn't miss anything in any of them. The AVM changes this. It's a single runtime daemon (avmd) that sits b…

🚨 Iran’s parliament speaker accuses the US of using manufactured FOMO and out of context quotes to profit from the war.

This might be the most beautiful thing I've read in my life. What a privilege to be alive in 2026.

How to Build $1B/ 1 Person Company Using AI

i made a website that turns music into geometric patterns, using midi data as input to threejs

Who Do You Think You Are? (The European War on Ambition)

Countries where your accountant is legally robbing you: 1. 🇬🇧 UK — 45% 2. 🇫🇷 France — 49% 3. 🇩🇪 Germany — 47% 4. 🇳🇱 Netherlands — 49% 5. 🇧🇪 Belgium — 50% Countries where you could legally pay 0% on foreign income: 1. 🇵🇾 Paraguay 2. 🇵🇦 Panama 3. 🇦🇪 UAE Same income. Different architecture.

@Ralvero $MOCK IS ABOUT TO BLOW UP THE TRUTH 👀

This is the bravest intervention by a British political leader I can remember. It lays out in stark terms the central problem of the UK economy: we have substituted investment for entitlements. The solution is painful, but necessary. This thread will attempt to explain. 1/n

we’re at the point of end stage evil society where when you tell your therapist that life doesnt feel worth living they dont even argue with you they just look at you like this

Chelsea are prioritising height and strength as they look for a partner for Levi Colwill having lost out to Liverpool for Jeremy Jacquet. They held a historical interest in Senesi from January but are not expected to revisit as it stands.⬇️

Been having fun with local AI stuff. I don't really like the big models and now that some of them want your ID I'm not sure I'll even stick around to care that much. Local shit is really powerful now, these models are capable of doing seriously cool things, privately and safely.

A DEV CREATED A PLUGIN FOR CLAUDE CODE TO REPLICATE PAGE DESIGN OF ANY WEBSITES.

you have to stop what you’re doing and send this to her with the caption “us”

‘My striker!’ 🇧🇷🏴󠁧󠁢󠁥󠁮󠁧󠁿 (🎥 | ashutc)

Ultimate Claude Cowork Plugin Guide: 11 Plugins You Can Steal + 5 Prompts

ANDREW NG DROPPED A REPO THAT STOPS AGENTS FROM HALLUCINATING FOREVER Save yourself hours of work per week from endless loops. Repo:

YARATICISINDAN CLAUDE CODE TAKTİKLERİ 🚀 Claude Code ekibi böyle kullanıyor👇🏻 Kaydet lazım olacak 📌 👉Paralel çalış, worktree kraldır 3–5 ayrı git worktree aç, her birinde bağımsız Claude code çalıştır. Claude code ekibinin en büyük verim artışı bu sayede olmuş. 👉Her karmaşık işte önce PLAN moduna gir Plan moduna tüm enerjini verirsen claude code isteğini one shot bile yapabilir. İş sapıttığında hemen geri plan moduna gir, zorlama. 👉Kendi kendini eğiten Claude code docs’u güncelle! Her hatadan sonra hatasını anlat, "bunu kaydet ve bir daha yapma" de. Zamanla hata oranı düşüyor. Bazıları proje başına notes klasörü tutup oraya point ediyor, deneyebilirsin. 👉Tekrarlanan işleri skille çevir Bir işi günde 1’den fazla yapıyorsan → command veya skill haline getir. 👉Bug fixleri Claude Code'a bırak Bug analizini review aracına yaptır, sonra yapıştır + “fix” de → bitti. Sonra “CI testlerini düzelt” de mesela. 👉Prompting level atla - “Değişiklikleri kontrol+test et, testten geçmeden PR açma” - Her fix sonrası: “Şimdi bildiğin her şeyle çözümü baştan yaz” - Detaylı spec ver, belirsizliği sıfırla. 👉Öğrenme modu Explanatory/learning style aç → nedenini açıkla. Karmaşık kodları HTML sunum veya ASCII diagram haline getirmesini iste daha verimli olur. Boşlukları doldurma yeteneğini çağır, sen anlat, Claude code soru sorup boşlukları doldursun. Thank you @bcherny ♥️

@levelsio @nfcodes I created a redis instance on hetzner with public port open for few minutes and someone was running a cryptominer the next moment taking 50% CPU 💀 After that I always use @Tailscale 👌

Wrote about how I built a text-to-speech system for 25K daily users without melting a server. Lots of lessons around caching, concurrency, and audio processing. link in the comments.

the book the lesson

We’ve seen mainstream adoption of Claude Code across non-eng in the last six weeks at @tryramp. 80% of PMs, 70% of compliance, 55% of the finance team. It’s changed how I think about the role of the data team. * 2021-2024: analyst says “hey the numbers look off” in #helpdata, someone on the data team digs through code, troubleshoots, and pushes a PR. You could fill your entire day just doing this (and stakeholders were happy and grateful)! * 2024-2025: analyst says “hey the numbers look off” in #helpdata, someone on the data team copies the question into Claude Code, troubleshoots, and pushes a PR * Jan 2026: the analysts start by using CC themselves, and show up to #helpdata with “hey, the numbers look off, I know why, and here’s the line of code I think needs to change” * Feb 2026: “This number looks off, here's why, here's a PR, just approve it" AI tools are fundamentally changing what’s possible for non-engineering roles. Our finance team ships SQL (shoutout Kate and Jun), our product team conducts causal analysis (Sam, Teddy), our design and engineering team build KPI dashboards. So what does this mean for the data profession, and the size of data teams? The strongest data ICs are expanding what they are capable of, compressing timelines, shipping front end + back end code, fixing copy, writing SKILL.mds, and driving outcomes. If you are extremely resourceful and curious, have great taste for what matters to our customers, can source your own projects and ship anything in two days (or two hours) I can use 100 of you. You'll be more effective than you've ever been. Something something #jevonsparadox. If you define yourself by your skillset “I do dbt models and dashboards “I do causal analysis” “I do data eng and Airflow DAGs”, that scope and role is shrinking fast. The existing team can do more, and AI is competing your skillset out. Paraphrasing @giansegato, we’re progressively automating the easier parts of data jobs to agents, and the complexity and imp…

Today we’re launching Design Canvas for AI agents. AI can build a feature, but every "design tweak" turns into another prompt. We built a drag & drop editor for Claude Code, Cursor, Codex to explore and iterate on your UI, so you get the best design by default. No endless prompting. Ship better designs in code with Subframe.

15 January 2001. Wikipedia, a free public created encyclopedia, went online. It attracted 1.7 billion visitors monthly during 2020 and currently has more than 55 million articles in more than 300 languages. It still remains disputed whether its content is reliable.

OK M&S just dropped something actually genius: their new 'Only… Ingredients' range 😍 Everyday staples like baked beans, sausages, burgers, ketchup, yoghurts, cereals... made with 3–8 recognisable ingredients MAX. No weird additives, no artificial colours, no preservatives, no ultra-processed nonsense. Just proper food, back to basics. 👏🏻

True. Once the solar energy generation to robot manufacturing to chip fabrication to AI loop is closed, conventional currency will just get in the way. Just wattage and tonnage will matter, not dollars.

@John_Stepek Make them IHT exempt and the 10Y starts with a 3....

Victoria Beckham’s son, Cruz Beckham, has dropped his debut single “Optics” which reached #79 on the UK Singles Chart.

I got this 25-slide Stardew Valley style PPT in just one shot, made with Kimi Slides. My prompt: Generate a 25-slide "Project Annual Operations Report" PPT based on the Stardew Valley aesthetic. Requirements: Frame business growth as "farm expansion" and customer acquisition as "Community Center restoration progress." Style: 16-bit pixel art; use seasonal landscapes (Spring, Summer, Fall, Winter) as slide backdrops. Icons should include energy bars (for budget), skill levels (for team capacity), and Pierre’s General Store-styled data tables.