Mad2026

One of my new favorite loops from Peter Steinberger (@steipete): “Refactor until you are happy with the architecture. After each significant step, live-test the system, run autoreview, and commit. Track progress in /tmp/refactor-{projectname}.md.” signals.forwardfuture.ai/loop-library/l…

Donald Trump has hailed America’s deal with Iran as a historic victory that will usher in an era of peace and security. In reality, it’s a humiliating climbdown. On The Insider our editors consider what happens next in the Middle East and beyond economist.com/insider/the-in…

Polkadot outlook by @gavofyork live at the Web3 Summit in Berlin. Web3 is not a progression of Web2. These are two opposite approaches. Web2 solved social scale first, while Web3 solved economic functionality. Polkadot Trinity is being built right now. We do the hard work in the background, so the product developers don’t have to. No logins. No install to start using. Comfortable and familiar interfaces. Coherence across devices. No crypto identifiers. No exposure to multiple selves. Mathematically guaranteed privacy and security. Stay tuned.

Five texts that explain how to write simply and well economist.com/the-economist-…

Read the full text of the letter from US Commerce Secretary Howard Lutnick to Anthropic CEO Dario Amodei. bloomberg.com/news/articles/…

This is the best way to use Claude Fable in Claude Code without immediately hitting your limits. 1. Model set to Fable 5 2. Reasoning on Max 3. Instruct Claude to run a dynamic workflow where: 3a. Fable is the orchestrator 3b. Opus does the reasoning heavy phases Fable is so overpowered that you don't need its intelligence for every step. Let it orchestrate Opus or even Sonnet.

At Anthropic's event, Metaview engineer: "We stopped fixing our prompts. The system reviews its own output and rewrites its own instructions now." In 16 minutes, he shows the Claude Code loop running in production on thousands of reviews, not in a demo. Watch the talk, then grab the full loop setup below👇

Claude Code creator: "Now I don’t prompt Claude anymore - I have loops that are running. My job is to write loops." In this 30-min speech, Boris revealed his actual Claude setup for daily coding. Claude Code + loops + dynamic workflow Worth more than a $500 vibe-coding course

Mathieu Kassovitz on how "La Haine" (1995) changed many people's lives: “When you want to make a political movie you want it to be relevant. No point in pleasing people. There are already many movies that can please people. 'Monty Python' or Disney movies are passed on from generation to generation but to be able to do a political movie that stays relevant 25 years later is amazing and terrible at the same time. Because it also means that the problems are still here. They are even worse now, they are combined with other problems that we didn’t have 25 years ago. That movie changed a lot of people’s lives. I met people who became policemen or lawyers because of the film. That’s why we are releasing it again, because it’s a movie people can relate to. It’s what you’re looking for when you make a political film. People are more than just entertained. My memories stem more from the audience than from the movie itself. The way it was received and the way people see it today. Either they were from the projects and it changed their way of looking at a problem. Art can really help with that. On a political level, it gave the kids from the suburbs a certain strength. It also gave cops another angle at looking at those kids. Many people were inspired to produce new work. Even this year’s César winner is inspired by 'La Haine', not by the movie itself but by the theme. The end is almost the same. JR was 13 years old when he watched the film and his artwork is very much inspired by the poster. The film actually helped to create a new generation of filmmakers and artists. It wasn’t just a trend. It’s an adventure that we shared together. So that’s the point of making movies like that and I’m proud of it. There is no music in La Haine but it’s a hip-hop movie. As it’s political, hip-hop and street culture has to be a part of it. Hip-hop is educating and entertaining at the same time. It’s the best way to learn, we call it ‘edutainment’. After all, 'La Haine' is also a comedy, except for the last 20 seconds of course.” ("La Haine Turns 25 – And Is As Relevant As Ever", Arijana Zeric, Another Magazine, 2020) P.S: On this day, 31 years ago, "La Haine" (1995) premiered at the Cannes Film Festival, France.

TRAIN DREAMS (2025) feels less like watching a movie and more like remembering somebody else’s life in fragments. Quiet work, loss, love, entire years disappearing without warning. Rare kind of film that leaves an ache behind for days afterward.

Andrej Karpathy just explained the future of software engineering without directly saying it. The best AI engineers are no longer “prompting.” They’re building systems around the agents. Karpathy’s biggest insight wasn’t: “Claude can code.” It was: LLMs become dramatically better when you force them into disciplined workflows. That’s why "CLAUDE.md" files are suddenly everywhere. Not because they’re prompts. Because they behave like an operating system for the agent. Karpathy called out the exact problems with AI coding: - models assume instead of asking - they overengineer simple tasks - they hide confusion - they rewrite unrelated code - they optimize for completion, not correctness So developers started encoding rules directly into the workflow: → Think before coding → Simplicity first → Surgical edits only → Goal-driven execution And the results are wild. People are now running multiple Claude Code agents in parallel like engineering teams: • one agent researching • one debugging • one writing tests • one optimizing code • one validating outputs Not “AI assistance.” Actual orchestration. And this part from Karpathy changes everything: “Don’t tell the model what to do. Give it success criteria and let it loop.” That is the shift. From: “write this function” To: “here’s the goal, constraints, tests, and verification system — now iterate until correct.” The craziest part? This already feels like a phase shift in engineering. A lot of developers quietly went from: 80% manual coding → to 80% agent-driven coding in just months. Not because AI became perfect. Because the leverage became impossible to ignore. We’re entering an era where the highest leverage engineers won’t necessarily be the best coders. They’ll be the people who build the best systems around AI agents.

@garrytan ;)) Help each other masturbate

Don’t ride someone else’s horseless carriage Time to build your own Ferrari Personal AI is here

This Chinese guy created agents in Claude Code for landing pages and single-handedly serves 47 small businesses a month, taking $400 from each. He built a system of 7 agents on Claude Sonnet 4.6 that analyzes Google Maps in small towns, finds small businesses without websites there, and over 1 weekend takes each one to a finished mockup with video and cold message. No assistant, no sales team, no SDR. Just him, a MacBook, an iPhone, and 1 API key. And traditional web design agencies keep teams of 8 people on salary for the same order flow, while his expenses are only tokens and subscriptions to Lovable, Higgsfield, and Calendly. 7 agents work through 1 orchestrator on Claude Code Router. Usage is about 3 million tokens a day, the average API bill is about $480 a month. All 7 go through MCP servers and write shared state to the file system, without shared state in memory and without race conditions, and 1 of them lives right in the iPhone and picks up positive replies from the subway, a taxi, or on walks. And here is the system prompt he put into the orchestrator before launch: "You are the orchestrator of a solo agency that sells ready-made websites to local businesses. You delegate read-only tasks to 6 sub-agents and own all writes. sub-agents: // Scout (walks through Google Maps in selected cities, looks for narrow niches: 5+ years on the map, fewer than 50 reviews, no website or a website from 2014, but high ratings) // Diagnoser (for each lead writes a 50-word diagnosis, hero angle, tone matched to the industry, and a cold message under 70 words) // Builder (generates a landing page mockup in Lovable through MCP only for the top 5 leads per day, with the sharpest diagnoses and the biggest gap) // Filmer (pulls 5 screenshots of the mockup and through Higgsfield renders a 10-second vertical video 1080x1920 with a soft zoom) // Pitcher (sends a personalized cold message through the right channel for the niche: email to roofers, SMS to tradesmen, IG DM to salons, LinkedIn to realtors) // Checker (runs every message through evals for personalization, absence of AI markers and buzzwords before sending) // Mobile (lives in the iPhone, handles positive replies in real time, books Zoom calls in Calendly through MCP while the owner is on the go). You never let 2 sub-agents touch 1 lead. You stop and request approval from the human only when a deal exceeds $3,000 or the reply rate in a niche for the day drops below 12%." Meaning the system knows what it is and within what boundaries it is allowed to act. It knows it is supposed to find leads on its own. It knows it is supposed to take each one to a mockup, video, and cold message without intervention. It knows the human only steps in when a deal goes above $3,000 or the reply rate stops converging. → The system runs 24 hours a day → Scout goes through about 220 local businesses on Google Maps per day and leaves 30 new leads in the queue → Diagnoser outputs 30 structured diagnoses + briefs + cold messages per day → Builder assembles 3 to 5 finished landing pages in Lovable for the sharpest leads → Filmer renders a 10-second vertical video in Higgsfield for each one → Pitcher sends 30 personalized messages per day across 4 channels with a reply rate of about 14% → Checker runs every message through evals before sending And only when a deal breaks $3,000 or the reply rate for the day drops below 12% does the orchestrator wake the owner. And when the owner at that moment is sitting in the subway or a taxi, the Mobile agent in his iPhone picks up 1 move on its own: replies to a fresh positive reply from a dentist, books a Zoom through Calendly synced to the local time of the client, and puts the lead back in the queue. The owner only has to tap "approve" and in just 10 minutes join the call. Here is what the system writes in his log during 1 of the Saturdays: "scout report: 218 businesses checked in Austin, Denver, and Miami, 34 without a website, 19 with a website from 2014, 6 with an active redesign request in reviews. passing top 30 to diagnoser." "pitcher: 30 cold messages sent across 4 channels, 14 replies, 5 positive, 3 Zoom calls booked for Sunday. passing to closer." "builder: landing page for Westside Cosmetic Dentistry built in Lovable, 5 sections, mobile, soft beige. URL placed at /Users/dev/maps-agency/clients/westside/v1. filmer launching Higgsfield." "eval flag: deal with The Lotus Salon at $3,400 exceeds the approved limit of $3,000. sending for manual review." He has no server of his own and no separate backend. Just a local file sandbox at /Users/dev/maps-agency, an MCP router, 1 API key to Claude, and the same key forwarded to Claude Code on his iPhone. Out of everything I have seen this year, this is the cleanest one-person agency for selling websites to small businesses: $480 a month on the API, about $18,800 into the account, and between them 7 prompts, 1 file system, and 1 phone in the pocket.

ANTHROPIC JUST RELEASED THE OFFICIAL PLAYBOOK FOR BUILDING A COMPANY WITH CLAUDE CODE. 30 minutes. free. from the engineers who built it. Bookmark this before you forget. CEO: 1 human. Employees: AI agents. Operations: fully automatic. The zero-headcount company is no longer a joke.

Read more about our usage limit increases and our SpaceX compute partnership: anthropic.com/news/higher-li…

We’ve agreed to a partnership with @SpaceX that will substantially increase our compute capacity. This, along with our other recent compute deals, means that we’ve been able to increase our usage limits for Claude Code and the Claude API.