🔥 Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: I led Product for Ontario’s Digital Service, managing services for 15 million citizens. Here’s why AI agents fail institutional adoption—and one architectural primitive that helps address it. — TL;DR: High‑stakes institutions cannot justify probabilistic safety without governance primitives. I built a governance primitive that makes authority constraints persistent and mechanically enforceable through tool filtering. It works across domains (healthcare, finance, legal…) with the same kernel. The reference implementation demonstrates the pattern. The Pattern Nobody’s Naming As Head of Product for the Ontario Digital Service, I…
🚀 Explore this insightful post from Culture | The Guardian 📖 📂 **Category**: Roman Britain,Archaeology,Heritage,Wales,Swansea,UK news,Culture 💡 **What You’ll Learn**: Over the past 100 years or so, this distinctive and difficult corner of South Wales has become famous for its steel mills and coal mines. But the discovery of the remains of a large Roman villa in a country park on the outskirts of Port Talbot gives a new and interesting insight into life here centuries before the advent of heavy industry.Found beneath the surface of Margam Country Park and close to the M4 motorway, the presence of the villa…
✨ Discover this must-read post from BBC Sport 📖 📂 **Category**: ✅ **What You’ll Learn**: Arman Tsarukyan says he was overlooked for an interim lightweight title shot because the UFC "wants to make" Buddy Pimblett champion.Pimblett will face Liverpool's American Justin Gaethje for the interim belt on January 24, with top contender Tsarukyan ignored.The match was surprising, considering that Gaethje is in fourth place with Pimblett in fifth.Tsarukyan suggested that Pimblett's star power guaranteed him the fight.“They know if they were to put me against him, he would lose and the star would be gone,” Tsarukyan said after returning to…
🚀 Check out this must-read post from TechCrunch 📖 📂 **Category**: AI,Fundraising,defense tech,drones,unicorns 💡 **What You’ll Learn**: French defense technology company Harmattan AI is growing as fast as the rise of its new backer's supersonic jets. Founded in 2024, the company is now valued at $1.4 billion after raising a $200 million Series B round led by Dassault Aviation, best known for manufacturing the Rafale fighter jet. Harmattan AI, which builds autonomous control and mission system software for defense aircraft, has received strong verification signals from the French and British Defense Ministries in less than two years of its existence.…
🔥 Read this insightful post from Business News 📖 📂 **Category**: ✅ **What You’ll Learn**: (LR) Wells Fargo CEO and President Charles Scharf, Bank of America Chairman and CEO Thomas Moynihan, JPMorgan Chase Chairman and CEO Jamie Dimon, Citigroup CEO Jane Fraser, State Street CEO Ronald O'Hanley, Bank of New York Mellon CEO Robin Vince, Goldman Sachs CEO David Solomon and Morgan Stanley CEO James Gorman testify during a Wall Street oversight hearing by the Banking, Housing and Urban Affairs Committee On Capitol Hill in Washington. Capital, December 6, 2023.Saul Loeb | AFP | Getty ImagesBank executives were dispatched over…
💥 Read this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: January 11, 2026 Every transformer you’ve ever used has the same residual connection design from 2016. GPT-5, Claude, Llama, Gemini. Under the hood, they all do the same thing: x+F(x)x + F(x)x+F(x). One stream of information flowing through the network, with each layer adding to it. DeepSeek asked: what if it was wider? The Setup Standard residual connections are the backbone of every modern transformer. The idea is simple: xl+1=xl+F(xl)x_💬 = x_l + F(x_l)xl+1=xl+F(xl) The input flows through unchanged, plus the layer’s output. One…
✨ Read this insightful post from BBC Sport 📖 📂 **Category**: ✅ **What You’ll Learn**: Atletico Madrid coach Diego Simeone has apologized to Vinicius Junior for his behavior towards the Real Madrid winger during the Spanish Super Cup semi-final.Simeone made comments to the 25-year-old Brazilian winger from the touchline, with the Argentine reportedly suggesting Real Madrid president Florentino Perez would get rid of him.Vinicius, whose contract extends until 2027, helped his team beat Atletico 2-1 in the semi-finals last Thursday before Real Madrid lost 3-2 to Barcelona in the final in Saudi Arabia.Simeone said: “I would like to apologize to…
💥 Read this must-read post from Culture | The Guardian 📖 📂 **Category**: Books,British Library,Rural affairs,Suffolk,Essex,UK news,Culture,Heritage 💡 **What You’ll Learn**: One hundred years of unique literary rural life will be made available to readers and researchers after the British Library acquired the Ronald Blyth archive.The author of Akenfield, an international bestseller about a Suffolk village in the midst of the agricultural and social revolution at the end of the 1960s, lived and wrote in East Anglia until his death in 2023, aged 100.As a former librarian who remained stationary in the pre-computer era, Blythe's papers were found to be…
🔥 Read this insightful post from BBC Sport 📖 📂 **Category**: ✅ **What You’ll Learn**: The tour will undoubtedly be remembered for how Hudson Swafford was treated. The 38-year-old American was among the LIV's first recruits in 2022, but suffered an injury and upon leaving the breakaway circuit, returned to the PGA Tour in late 2024.Swafford, a three-time Tour winner who currently works in real estate, was given a one-year ban for each of the five LIV events he played in 2022 that conflict with regular PGA Tour events. He won't be able to play on the PGA Tour again…
💥 Read this awesome post from WIRED 📖 📂 **Category**: Gear,Gear / Buying Guides,Gear / Products / Smart Home,Buying Guide 📌 **What You’ll Learn**: Compare our picksOthers have been testedPhoto: Molly HigginsEnabot Rola PetPal Robot Pet Companion for $229 (without attachments): This rolling pet camera has the best intentions, but the sometimes confusing app makes the bundled pet camera/toy/feeder a bit unpredictable. Through the app, you can watch your pets on the security camera and drive the robot around, pressing buttons to do tricks and distribute treats. You can watch live camera feeds from the app, but you can also…