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🧵Our unique full-stack approach to AI lets us deliver powerful, cost-efficient products to developers and everyday users. But what exactly does it mean when a technology system is "full-stack,” and why is it so important to our approach? We talked to @rseroter, senior director and chief evangelist at @googlecloud, to break it all down 👇 Where does the phrase “full-stack” come from, and what does it mean when we’re talking about tech? @rseroter: The term "full-stack" originally came out in software development a decade or so ago — usually in regard to applications. Historically, building an app required multiple specialized teams: a front-end developer to build beautiful user interfaces, a back-end developer to handle server-side logic and a dedicated database team. The concept of a "full-stack engineer" emerged to describe a developer who could work across all of these functions independently. Instead of constantly handing off components from one person to another, a full-stack engineer could take an idea from a rough concept all the way to a fully running piece of software.

🚨 BREAKING: DOJ opens grand jury investigation into Marxist tycoon Neville Roy Singham and alleged money laundering or other financial crimes from his base in China to funding far-left nonprofits in the U.S. and the world WATCH how the money flows. READ our @FoxNews Digital exclusive: What I've learned from people familiar with the investigation: 🚨 U.S. Attorney Jay Clayton for the Southern District of New York, one of the country's most powerful districts for federal prosecutions, has launched a federal grand jury investigation into American Marxist tycoon Neville Roy Singham's financial network, examining potential financial crimes including wire fraud, bank fraud and money laundering from his base in Shanghai, where he funds groups supporting the Chinese Communist Party. 🚨 Acting U.S. Attorney General Todd Blanche authorized the investigation as the Trump administration seeks to crack down on fraud, money laundering and other financial crimes in the multibillion-dollar nonprofit industry. 🚨 Treasury Secretary Scott Bessent traveled to New York City earlier this year for a meeting with Goldman Sachs Chairman and CEO David Solomon. The men discussed the role of a Goldman Sachs philanthropic arm — GS Donor Advised Philanthropy Fund For Wealth Management Inc. — that facilitated the movement by Singham of millions of dollars into a network of U.S. nonprofits. At that meeting, sources said, Bessent delivered a blunt ultimatum: Goldman Sachs could face scrutiny for alleged conspiracy in the funneling of the Singham money and urged Solomon to cooperate with federal investigators. Goldman Sachs is cooperating with the investigation. 🚨 Federal prosecutors are examining a financial structure that follows the three stages investigators often analyze in alleged money laundering: placement, layering and integration. Treasury, DOJ and Goldman Sachs declined to comment. Singham, his wife Jodie Evans -- also under investigation -- and the organizations in the Singham network didn't respond to numerous requests for comment. STEP 1: ALLEGED PLACEMENT According to the reporting, approximately $278 million entered the U.S. financial system through three entities: 🔴 Mutod LLC — $164,040,000 🔴 GS Donor Advised Philanthropy Fund for Wealth Management Inc. (Goldman Sachs) — $110,376,701 🔴 Likewise Conceptions LLC — $3,500,000 STEP 2: ALLEGED LAYERING Those funds were then allegedly routed through six nonprofit organizations: 🔴 $167,540,000 to People's Support Foundation Ltd., a 501(c)(3) nonprofit established with a hotel address in 2017 in Chicago and Singham's wife, Evans, on the board. 🔴 $68,748,701 to Justice and Education Fund Inc., a 501(c)(3) established with a UPS Store address in 2018 in New York City with self-avowed communists, including Manola De Los Santos, on the board. 🔴 $22,440,000 to People's Forum Inc., a 501(c)(3) established in 2017 on W. 37th Street in New York City with Evans and De Los Santos on the board. 🔴 $16,760,000 to Tricontinental Ltd., a 501(c)(3) established in North Hampton, Mass., in 2017 by Singham friend and fellow Marxist ideologue Vijay Prashad. 🔴 $1,330,000 to CodePink Women For Peace, a 501(c)(3) established in 2009 in Marina Del Ray, Calif., by Singham's wife, Evans, and her friend, Susan Medea Benjamin. 🔴 $1,098,000 to Breakthrough BT Media Inc., a 501(c)(3) established in New York City in 2020 at the People's Forum headquarters with longtime American communist leader Brian Becker's son, Ben Becker, as editor-in-chief of its pro-communist propaganda outlet, Breakthrough News. STEP 3: ALLEGED INTEGRATION According to the reporting, those organizations then distributed funding and support into a broader activist network that included: 🔴 People's Welfare Association 🔴 ANSWER Coalition 🔴 Party for Socialism and Liberation 🔴 Numerous organizations operating across Sub-Saharan Africa, Central America, North America and other regions. Federal prosecutors have issued grand jury subpoenas seeking bank records and financial documents as they determine whether criminal charges are warranted. A grand jury investigation is an investigative process, not a finding of guilt. For this reporting, I traced hundreds of financial transactions, nonprofit filings and corporate records documenting how money allegedly moved through this network. WATCH the money flow. 🧵

my ideal AI interface is a single never-ending chat thread. i don't want to think about the concepts of sessions, context windows, worktrees, mcp servers or really anything else. The harness should automate everything transparently.

UN SOLO ARCHIVO CLAUDE.md ESTÁ CAMBIANDO CÓMO LA GENTE USA AGENTES DE CÓDIGO. y el concepto es ridículamente simple. un agente de codificación sin instrucciones toma por defecto el promedio de todo lo que ha visto. ese promedio es mediocre. se detiene antes de tiempo. inventa librerías. pide permiso para cosas que debería hacer solo. CLAUDE.md lo cambia todo. se carga en el contexto del modelo antes de leer tu solicitud. actúa como un contrato permanente que anula ese comportamiento por defecto. es la diferencia entre contratar a un desarrollador sin instrucciones… y uno con las especificaciones pegadas en la pared. mismo agente. resultado completamente diferente. y lo mejor: funciona con Claude Code, Cursor, Codex CLI, Gemini CLI. un solo archivo. enlazado con symlinks. editas una vez, todos los agentes se actualizan. las ideas vienen de Karpathy y Garry Tan. el archivo es de código abierto. lo copias, pones tu nombre, y empiezas. 🔖 guarda esto antes de que lo necesites

The Web3 Summit 2026 in Berlin just concluded, with around 900 attendees coming together to participate in creation of future tech; Technology in which privacy is the default for practical tools that people will be able to use in everyday life. Attendees used multiple proofs of concept open-sourced by @paritytech, published by the Polkadot Community Foundation (PCF) and stress-tested during W3S. Read the full W3S wrap-up by PCF on the Polkadot Forum👇🏻

Gemini Omni + GPT Images 2 + Claude Code is f*cking cracked i just built an AI animation ad generator that turns any product into a fully scripted AI 3D explainer video drop in your product photos and a one-line pitch. the system analyzes your brand, pitches you 4 proven ad concepts with hooks and shot lists, then renders the whole thing end-to-end. scripted, voiced, stitched, ready to post. if you're still paying editors $200+ per video or waiting days for revisions this replaces that entire workflow. here's how it works: > set up your brand kit with product photos and a one-line pitch > hit analyze and the AI pitches you 4 different proven ad concepts > pick one and hit generate the system then scripts every shot, renders each clip in parallel, adds voiceover, QC checks and stitches it into a finished vertical ad 3 minute setup and 4-12 min per ad. each 30 second ad costs under $3 in API credits which is cheaper than any editor and 10x faster. RT + reply "ANIMATION" and i'll send you the full app + setup guide (must follow so i can dm)

I led a @ficci_india CEO delegation to China and visited companies like BYD, Geely, Midea, Mindray. My 3 top takeaways: 1. China is like a no frills fighting ring. Extremely competitive. Businesses operate at margins (2-3%) global boards would never approve. Only market share matters and there is no concept of ROI. The few who survive are the toughest and the best. 2. R&D and automation are at the highest levels. The scale of automation and R&D investment at these companies is built for a 10-year time horizon, not a quarterly one. They celebrate innovators, have walls of patents and dark factories with unmatched efficiency. 3. The state is a silent shareholder everywhere. Cheap capital, land, power, and policy support at a scale that fundamentally changes unit economics. As long as you service interest (@ only 2-3%), debt doesn’t have to be paid back. This isn’t a level playing field.