Sumpunta🇺🇦

🚨 China has released an AI employee that runs 100% locally. It can do research, code, build websites, create slide decks, and generate videos.. all by itself. And it comes with its own computer. 100% Open Source.

💫 New LangChain Academy Course: Building Reliable Agents 💫 Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models. Add multi-step reasoning, tool use, and real user traffic, and building reliable agents becomes far more complex than traditional system design. The goal of this course is to teach you how to take an agent from first run to production-ready system through iterative cycles of improvement. You’ll learn how to do this with LangSmith, our agent engineering platform for observing, evaluating, and deploying agents. Enroll for free ➡️ academy.langchain.com/courses/buildi…

Semi-automated research assistant for academic work github.com/Galaxy-Dawn/cl…

Mossad Telegram channel to the Iranians: “When you see missile launchers, send us a photo and we'll deal with it. You are the real heroes of this victory!” 👇

Florian Wirtz has informed German national teammates and several of his former Leverkusen teammates, including Jonathan Tah, now at Bayern, that Sebastián Parrilla, Xabi Alonso’s long-time assistant at Leverkusen and most recently part of his staff in Madrid, has very recently reached out to him. Jeremie Frimpong is also understood to be involved in these exchanges, with direct contact even with Xabi Alonso himself never having stopped, but what elevates this beyond routine contact is the depth and tone of the conversations, Parrilla is said to have asked highly specific and unusually concrete questions about life in Liverpool, the internal dressing room dynamic, the atmosphere around the club on and off the pitch, and even which structural or sporting aspects would require adjustment. Inside those circles, Florian is increasingly indicating that his preferred outcome would be Xabi Alonso taking over at Liverpool, and the reactivation of contact at assistant level, combined with the detail and intent behind these discussions, is not being interpreted as casual or nostalgic communication. It points far more towards something deliberate, coordinated and quietly progressing in the background, with strong indications that Alonso and his staff are at the very least seriously exploring, if not already preparing for, a potential move into that environment.

Sack Arne Slot as head coach of Liverpool - Sign the Petition! c.org/FxjYZYYjdp via @ChangeorgSA

Arne Slot out. Just sack him.

🚨 VDH DROPS THE TRUTH BOMB: THE TIDE HAS TURNED AGAINST IRAN – AND EVERYONE WITH SKIN IN THE GAME KNOWS IT 🚨 Victor Davis Hanson (50+ years studying how wars actually end) just explained why the signals are screaming MOMENTUM IS OURS. Not Pentagon press releases. REAL behavior: 1️⃣ Europeans quietly opening NATO bases — they ONLY do this when they smell victory 2️⃣ Gulf states (Saudis, UAE, even Qatar) expelling Iranian diplomats + reaffirming MASSIVE US investments mid-war — they're BETTING on America 3️⃣ Al Jazeera (yes, AL JAZEERA) calling US strikes “brilliant & effective” — when your own propaganda outlet flips, the regime is DONE Military reality: A-10 Warthogs + Apaches flying freely over Iran. That only happens when air defenses are GONE. Iran's last play = rope-a-dope → run out the clock → pray US midterms + public fatigue force Trump to stop. VDH: If Trump finishes the job (and he will), the regime falls. Not in years. WEEKS. Watch what people DO — not what they say. Every serious player is betting on 🇺🇸 victory. Who else sees the collapse coming fast? 🔥 Drop your take below 👇

( @realDonaldTrump - Truth Social Post ) ( Donald J. Trump - Mar 20 2026, 4:13 PM ET ) We are getting very close to meeting our objectives as we consider winding down our great Military efforts in the Middle East with respect to the Terrorist Regime of Iran: (1) Completely degrading Iranian Missile Capability, Launchers, and everything else pertaining to them. (2) Destroying Iran's Defense Industrial Base.(3) Eliminating their Navy and Air Force, including Anti Aircraft Weaponry. (4) Never allowing Iran to get even close to Nuclear Capability, and always being in a position where the U.S.A. can quickly and powerfully react to such a situation, should it take place. (5) Protecting, at the highest level, our Middle Eastern Allies, including Israel, Saudi Arabia, Qatar, the United Arab Emirates, Bahrain, Kuwait, and others. The Hormuz Strait will have to be guarded and policed, as necessary, by other Nations who use it — The United States does not! If asked, we will help these Countries in their Hormuz efforts, but it shouldn't be necessary once Iran's threat is eradicated. Importantly, it will be an easy Military Operation for them. Thank you for your attention to this matter! President DONALD J. TRUMP

💫 New LangChain Academy Course: Building Reliable Agents 💫 Shipping agents to production is hard. Traditional software is deterministic – when something breaks, you check the logs and fix the code. But agents rely on non-deterministic models. Add multi-step reasoning, tool use, and real user traffic, and building reliable agents becomes far more complex than traditional system design. The goal of this course is to teach you how to take an agent from first run to production-ready system through iterative cycles of improvement. You’ll learn how to do this with LangSmith, our agent engineering platform for observing, evaluating, and deploying agents. Enroll for free ➡️ academy.langchain.com/courses/buildi…

Repo: github.com/langchain-ai/l…

🚨 BREAKING: You can now run a full AI agent on your desktop without touching a terminal once. Skales runs on 300MB RAM and installs in 30 seconds on Windows and macOS. - 11+ LLM providers (Claude, GPT, Gemini, Grok, DeepSeek, Ollama...) - Browser automation, Gmail, Google Calendar, Twitter/X built-in - Bi-temporal memory that learns your preferences automatically - Autonomous "Chief of Staff" mode that executes tasks while you sleep Free for personal use.

Here is the course link deeplearning.ai/short-courses/…

1. Go to researcher[.]elsevier[.]com and sign up for a free trial. Log in to LeapSpace and enable deep research. Ask a question and it will generate a complete report based on full texts of research papers. Click on a reference and it will give you the relevant paper.

@WilsonCoxLFC If we’re judging last summer’s signings on performance, only Wirtz and Ekitike have actually done well. But the new left-back and right-back still aren’t good enough, and that’s made our defence this season absolutely terrible. Richard Hughes should leave — along with Arne Slot.

#LFC 🔴 🚨 Richard Hughes is open to staying at Liverpool beyond this summer, but Al Hilal have identified him as their top choice for the sporting director role. Hughes sees this as a potential good opportunity for him, Liverpool will have a lot of changes to make this summer. Key decisions from Hughes and his representatives are expected soon. Liverpool are already preparing contingency plans with potential replacements in mind.

@SHoomwitter @JamesPearceLFC No need to worry about the PSG match just yet. Liverpool just needs to get through Brighton this weekend first – they have to save themselves before anything else.

@JamesPearceLFC A result against Galatasaray shouldn't justify keeping Arne Slot in his job. Each week has gotten worse than the last this season. Would be naive to believe he can reverse result/performance against the likes of PSG or Bayern.

There’s no escaping the magnitude of tonight’s game at Anfield. Arne Slot is under mounting pressure. There are glaring issues he’s so far been unable to solve. But it’s not all on the manager. It’s time for the senior players to step up and deliver. nytimes.com/athletic/71265…

BREAKING: NOTEBOOKLM JUST CHANGED YOUTUBE FOREVER 🚀 Google’s NotebookLM can reverse-engineer top channels and build your content system in minutes. 7 powerful prompts to go from ZERO ideas to a full video machine. SAVE THIS BEFORE EVERYONE ELSE DOES 👇

🚨Satellite images have revealed a shocking discovery at Iran’s Parchin military complex. Tehran had attempted to conceal a highly secret facility known as “Talagan 2” under massive reinforced concrete and huge soil mounds to disguise and protect it from aerial attacks. This facility was not merely a military storage site—it was directly linked to Iran’s nuclear program, designed to produce high-purity plastic explosives for shock wave generators used to miniaturize nuclear weapons for easier transport and deployment. Despite months of heavy fortification, including arched roofs and ultra-strong concrete, U.S. technology had other plans. In an operation dubbed “Operation Epic Fury”, B-2 Spirit stealth bombers—the only aircraft capable of carrying the U.S. military’s heaviest conventional bomb, the Massive Ordnance Penetrator (MOP, GBU-57B)—were deployed. Weighing 30,000 pounds (≈13.6 tons) and costing $4 million each, the MOP is designed to penetrate up to 200 feet (≈60 meters) of reinforced concrete before detonating, effectively turning hardened bunkers into “melted rubble.” The images show three massive holes in the facility’s roof, demonstrating extraordinary accuracy. The bombs penetrated the fortifications and detonated inside, causing catastrophic destruction from interior to exterior. Israeli forces then conducted complementary strikes using 2,000-pound bombs and fighter jets to destroy control buildings and surface equipment, rendering the facility completely inoperative. This operation sent a harsh strategic message: even Iran’s deepest and most secretive fortifications are exposed and vulnerable to U.S. air power. With B-2 bombers repositioned at British bases and new MOP bombs worth over $100 million being purchased, this strike appears to be only the beginning of a wider wave of attacks on underground nuclear and military facilities. Despite Iranian threats and demands for halting operations and reparations, the three holes in Talagan 2 make it clear: the balance of power has shifted dramatically, and Iran can no longer rely on traditional fortifications for protection.

I don't know who's behind the "healer-alpha" model on OpenRouter but: - it has replaced 95% of my Sonnet usage - it's omni-modal - it's fast and furious, esp inside pi - it's probably Chinese If this is open-sourced and/or priced competitively, this will be a *big deal*