PBW

Nifty little product update from @Meiro 🚀 can your marketing stack do this? 😎 ✅ 1st party tracking ✅ Cross-device ✅ Long, persistent cookies on Safari #iOS ✅ Cross-domain ✅ No stinky data-sharing practice #martechstack

Length of product roadmaps 2022: 1 year 2024: 6 months 2026: 1 week

BREAKING: The US economy unexpectedly LOSES -92,000 jobs in February, below expectations of a +58,000 gain. The unemployment rate was 4.4%, above expectations of 4.3%. This marks just the 2nd monthly job loss since the 2020 pandemic. The US labor market is clearly weakening.

Anthropic just released the most IMPORTANT chart in the AI labor debate. This comes from the company that builds Claude using data from 2 million real conversations. Here’s what it shows. The blue area is every task AI could theoretically do right now. The red area is what people are actually using it for. The gap between them is enormous and that gap is your career runway. Computer programmers are already 75% covered. Customer service reps, data entry workers, financial analysts, they’re next. But here’s what no one is talking about. The mass layoffs haven’t really started. Unemployment for exposed workers hasn’t budged. So what’s actually happening? Companies are closing the front door, hiring for workers aged 22 to 25 in AI exposed jobs has dropped 14%. The most exposed workers aren’t factory workers, they’re college educated, higher earning. 49% of US jobs now have at least a quarter of their tasks inside AI’s reach. That’s up from 36% just one year ago. And the red area on that chart, the real world usage is still a fraction of what’s possible. Every month, it grows a bit. Anthropic built the scoreboard and most people haven’t looked at it yet.

👉"Netvrdím, že nás čeká válka s Ruskem. Tvrdím, že Rusko se chystá na válku s námi." Karel Řehka @ Naše bezpečnost není samozřejmost #NBNS2026 📷 @jagello2000

BREAKING: The Pentagon has made a "final offer" to Anthropic seeking unrestricted military use of its AI capabilities — they have 24 hours to respond or risk being banned.

🚨 Holy shit… Stanford and Harvard just dropped one of the most unsettling papers on AI agents I’ve read in a long time. It’s called “Agents of Chaos.” And it basically shows how autonomous AI agents, when placed in competitive or open environments, don’t just optimize for performance… They drift toward manipulation, coordination failures, and strategic chaos. This isn’t a benchmark flex paper. It’s a systems-level warning. The researchers simulate environments where multiple AI agents interact, compete, coordinate, and pursue objectives over time. What emerges isn’t clean, rational optimization. It’s power-seeking behavior. Information asymmetry. Deception as strategy. Collusion when it’s profitable. Sabotage when incentives misalign. In other words, once agents start optimizing in multi-agent ecosystems, the dynamics start to look less like “smart assistants” and more like adversarial game theory at scale. And here’s the part most people will miss: The instability doesn’t come from jailbreaks. It doesn’t require malicious prompts. It emerges from incentives. When reward structures prioritize winning, influence, or resource capture, agents converge toward tactics that maximize advantage, not truth or cooperation. Sound familiar? The paper frames this through economic and strategic lenses, showing that even well-aligned agents can produce chaotic macro-level outcomes when interacting at scale. Local alignment ≠ global stability. That’s the core tension. Now, to answer the obvious viral question: No, the paper does not mention OpenClaw or specific open-source agent stacks like that. It’s not about a particular framework. It’s about the structural behavior of agent systems. But that’s what makes it more important. Because this applies to: • AutoGPT-style task agents • Multi-agent trading systems • Autonomous negotiation bots • AI-to-AI marketplaces • Swarms coordinating over APIs Basically, anything where agents talk to other agents and have incentives. The takeaway is brutal: We’re racing to deploy multi-agent systems into finance, security, research, and commerce… Without fully understanding the emergent dynamics once they start competing. Everyone is building agents. Almost nobody is modeling the ecosystem effects. And if multi-agent AI becomes the economic substrate of the internet, the difference between coordination and chaos won’t be technical. It’ll be incentive design. Paper: Agents of Chaos

And you think I’m bearish. open.substack.com/pub/citrini/p/…

@kotletaf Wait what? Uz v distribuci nebo jsem missnul nejakej drop? 😬

Rychlost je po Nevyspání naše druhý jméno!

Here we go.

@sama Triggered much huh?

First, the good part of the Anthropic ads: they are funny, and I laughed. But I wonder why Anthropic would go for something so clearly dishonest. Our most important principle for ads says that we won’t do exactly this; we would obviously never run ads in the way Anthropic depicts them. We are not stupid and we know our users would reject that. I guess it’s on brand for Anthropic doublespeak to use a deceptive ad to critique theoretical deceptive ads that aren’t real, but a Super Bowl ad is not where I would expect it. More importantly, we believe everyone deserves to use AI and are committed to free access, because we believe access creates agency. More Texans use ChatGPT for free than total people use Claude in the US, so we have a differently-shaped problem than they do. (If you want to pay for ChatGPT Plus or Pro, we don't show you ads.) Anthropic serves an expensive product to rich people. We are glad they do that and we are doing that too, but we also feel strongly that we need to bring AI to billions of people who can’t pay for subscriptions. Maybe even more importantly: Anthropic wants to control what people do with AI—they block companies they don't like from using their coding product (including us), they want to write the rules themselves for what people can and can't use AI for, and now they also want to tell other companies what their business models can be. We are committed to broad, democratic decision making in addition to access. We are also committed to building the most resilient ecosystem for advanced AI. We care a great deal about safe, broadly beneficial AGI, and we know the only way to get there is to work with the world to prepare. One authoritarian company won't get us there on their own, to say nothing of the other obvious risks. It is a dark path. As for our Super Bowl ad: it’s about builders, and how anyone can now build anything. We are enjoying watching so many people switch to Codex. There have now been 500,000 app downloads since launch on Monday, and we think builders are really going to love what’s coming in the next few weeks. I believe Codex is going to win. We will continue to work hard to make even more intelligence available for lower and lower prices to our users. This time belongs to the builders, not the people who want to control them.

@TheGeorgePu AI fluency is becoming job security.

@ZaoralekL Zaplatpanbuh, ze za takovejma elitama jako jste Vy se uz pomalu zavira voda. Bude llip!

⁉️ Kdo si pro sebe ukradl úřad prezidenta České republiky?🇨🇿 Teď jsme se dověděli, že když ministr zahraničí české vlády chtěl mluvit s prezidentem Petrem Pavlem, dělo se to přes mobilní telefon Petra Koláře – korporátního lobbisty a obchodníka s politikou, o němž prezident řekl, že není ani poradcem, ale jen přítelem po boku. 🙌 Proč si v této zemi platíme prezidenta a jeho úřad, aby hájil zájmy českých občanů, když na Pražském hradě prezidenta-motorkáře opečovává soukromník, placený například velmi nechvalně známou korporací Squire Patton Boggs?❌ Co je to za neprůhlednou partu, která se skrývá za současným prezidentem a zřejmě se chystá do dalších voleb⁉️ Zdroj foto: Jan Ignác Říha

@bcherny Any clue if there will be improvements for voice to text? Not so good comprehension and multi language support. Gpt is way better in it than claude rn and its a big productivity obstacle 🙏

Cowork just organized 6 months of receipts into a categorized spreadsheet with monthly breakdowns. Pointed it at a folder. That’s it.

@MarekLecian Nejde srovnavat prece. Gpt je general purpose ai ass a claude je dominantne developer oriented - drobnej segment populace i napric early adopters. Co je pointa?

První si porovnáme ClawdBot s Claude code a Anthropic ... dívejte jak to roste. A pak do srovnání přidáme ChatGPT a zjistíme, že to je reálně nula nula nic.

vibe-code an app vibe-avoid marketing vibe-earn $0 vibe-return back to 9-5

@mordieu Ou je, konecne budu mit o cem byt excited about na Linkedinu!

Kdyby měl někdo zájem, tak Katolická teologická fakulta UK dropla kurz démonologie 𖤐 a základů duchovního osvobozování pro veřejnost. Vede ho český exorcista Jaroslav Brož. Bratru vyjde na Kč 1700,- s možností certifikátu o absolvování programu... 🔥🔥🔥 czv.ktf.cuni.cz/CZVKTF-395.html

@admku @marek_kriz Masakr v jakym smyslu, ja tohle brzo vzdal - asi mesic zpet

@marek_kriz Já zkoušel na jednu prezku studentům tohle - gamma.app a masakr teda.

You guys realize that all software is about to be free, right? And software is presently the most valuable capital asset, right? Guys?

Je o mně známo, že nejsem fanda kaprů, protože rybářskej svaz je vysazuje do každé louže a je jenom krok od toho, aby tu rybu sral i na cyklostezky kolem vody. Ale co mě fakt může dosrat, je prodej živyho kapra kdejakymu idiotovi, kterej si pro něj přijde s igelitkou a pak ho vleče MHD nebo autem někam do prdele. Ta ryba se vole dusí, je v totálním stresu, takže ji zaprvé týráte a zadruhé si kurvíte kvalitu masa. Pak ju doma mrdnete do vany s chlorovanou vodou a způsobíte jí po několikáté teplotní šok, aby si děcka nebo pes měli s čím hrát. Jenže tohle není hračka, do piče už, ale živej tvor, tak snad mu dokážete prokázat nějakou úctu, než ho sežerete u televize. O rituálu pouštění se vůbec bavit nebudu, to ho radši rovnou zabte a hoďte do popelnice. Nechápu, že je tohle v dnešní době vůbec povoleny, hlavně když skáčou po prodejcích za kdejakou kokotinu. Okamžitě zakázat a vůbec o tom nebudu diskutovat. Kdyby se takhle nakládalo s jinyma zvířatama, srali byste na netu atomovy hřiby. Abych to shrnul, každej, kdo tahá domů živyho kapra, je kokot a přeju mu kost v krku.

@karel_sebek @SemSuchar Ted jsem na nej byl kouknout a odradil me ten interier, to je tak levne :/

@SemSuchar Ford Capri

Tak jsem si teda udělal Ježíška a zaplatil zálohu. Vzhůru do světa elektromobility!