aazaidane@gmail.com

🚀 Read this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: ExamplesWrite text/code, generate images/videos, converse with usersClassify, extract, judge, normalize, match, scoreOperational ParadigmMany different user tasksOne task, many timesInteraction PatternUser-facing, transactionalTypically internal data processing & workflowsModel NeedsMaximum intelligence and size subject to cost constraintsMinimum intelligence and size required for accurate task completionServing & LatencyLow-latency, real-time/onlineHigh-throughput, batch/offlineDeterminism ExpectationsDiverse responses, emergent behaviorConsistency, close-to-deterministic behaviorUser PersonasConsumers, Misc. ProfessionalsData Scientists/Engineers, Ops, Evals, Product AnalyticsTask SupervisionSupervised, interactiveUnsupervisedAnalogOLTP Databases, Web ApplicationsOLAP Databases, Data Pipelines 🔥 **What’s your take?** Share your thoughts in the comments below! #️⃣ **#Analytical #Handbook #Sutro #Handbook** 🕒…

✨ Discover this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Smart TVs are everywhere! But who is the master? Amid the overall electronics boom thanks to A.I., one piece of electronics is almost unchanged financially. That is the digital display or flat-panel monitor. With good reason! The entire entertainment and streaming industry wants one of these devices in your living room. Not only wanting access to your wallet; companies are willing to violate customer trust to squeeze a few extra pennies out of the devices they sold you. To these companies, you technically never really…

💥 Discover this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Two product surfaces, one repo, one policy: Conduct Guard — the policy engine. Decides block / warn / audit / inject for every AI action before it executes, backed by signed configuration and a hash-chained audit log. Conduct Router — the LLM proxy. Point any provider SDK (Anthropic, OpenAI, Perplexity) at Router and every request runs through Guard on the way to the upstream provider. Governance, not observability Runtime firewalls like Straiker and Lakera tell you what an agent did. Guard controls what an agent…

💥 Check out this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Divy Srivastava · August 26, 2026App development has always been harder than web development for LLMs. Apps tend to have platform style norms and layouts, and they need to look and feel a certain way. People can feel when an app is “native” and crafted for their device. Plus, the web is open and universal in a way apps and app stores typically are not, which means LLMs have comparatively less data in their training sets.Many vibe-coding platforms have tried to solve the problem…

✨ Discover this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Holbrook Mohr and Mitch Weiss | The Atavist Magazine | July 2026 | 2,284 words (8 minutes) This is an excerpt from issue no. 178, “Toxic Lies.” January 3, 2026 In the isolation ward of a hospital in Birmingham, Alabama, a nurse approaches Ron Fowler’s bed, cell phone extended in her hand. “You have a call,” she says. Fowler’s eyes flutter open. He tugs off his oxygen tube and, with trembling fingers, accepts the phone. “Thanks,” he whispers, before turning his attention to us—the callers. From his voice it’s clear…

🔥 Discover this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Why you should join us We’re building a research lab with a real-time feedback loop. We’re building AI systems that expand how quickly a small research team can understand, build, and experiment. Our edge is the speed at which we can form ideas, build systems, run experiments, and learn from reality. You’ll work directly with the founders and have real ownership over what we build and how we build it. We’re a small team with over a decade of experience at places like Optiver, DRW,…

✨ Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: I released a security fix for OCaml's cohttp 6.3.0 today, fixing a path traversal issue. The patch itself was straightforward and in normal times, the security procedure would have been to fix it privately, inform affected users, and then issue a public advisory. This time around though, I noticed probes in my live webserver logs with the exact bug pattern just minutes after opening the PR to fix the issue. What's worse, I found I could use my own agents to find the exploit just…

💥 Discover this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Macbeth, IV, 1, Macbeth in witches cave (1829), Johann Heinrich RambergWeird is one of the most commonly used words in the English language. Chances are, the word will pass through your lips (or be tapped out by your fingers) today. You’ll use it when you need to describe something out of the ordinary: a weird coincidence, a weird smell in the fridge, or — heavens forfend! — that weird guy at the office.We say weird all the time for the little everyday oddities we encounter.But…

🚀 Check out this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: State of the Map is the annual event for all mappers and OpenStreetMap users. In 2026 the State of the Map conference will be taking place in Paris and online. It will be a three day conference packed with talks, workshops, discussion rounds and more. Your organising team. Attending If you are attending the conference either in person in Paris or online, here are some useful links to find information: Hot to get to the venue Programme Programme for your mobile devices Connect with…

🔥 Read this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Companies are in the process of building test units for small modular reactors, which could be used to power rural areas. Credit: Kairos PowerNuclear power plants have not exactly sprouted like daisies across the United States. The country’s first commercial nuclear reactor of the twenty-first century didn’t come online until 2016. That was Unit 2 of the Watts Bar Nuclear Plant in Tennessee, which arrived two decades after Unit 1.But that drought, and a similar one in Europe, might be ending. Two reactors began operating…