Rohme

5 things claude does while you sleep: - reads every session log from the day - finds the mistakes you flagged - clusters patterns nobody named - rewrites its own memory store - wakes you up sharper than yesterday one setting. one cadence. the agent teaches itself the rest

🖥️ The new Artificial Intelligence policy at UC Berkeley School of Law, effective Summer 2026. 📝 Here is the main rule: "The use of AI is prohibited for aid in conceptualizing, outlining, drafting, revising, translating, or editing any work submitted for credit. AI use is prohibited for any use for any purpose in any exam situation. Students may not upload course materials—including assignments, readings, slides, class recordings, or other class content—into generative AI systems. AI can be used for research on papers ONLY for the limited purpose of identifying sources, such as cases, statutes, or secondary sources."

This is the time of year when a lot of investment firms welcome interns. While our work is geared toward institutional investors, a lot of it can be useful for learning about markets and the investment process. Here are a handful of reports and how they can guide interns:

Elon Musk said something that should keep every person on this planet up at night. Musk: “I think we need to assume that life and consciousness is extremely rare, and it might only be us.” 13.8 billion years of physics. Trillions of galaxies. Billions of trillions of stars. And one planet opened its eyes. One. The universe ran for nearly 10 billion years before anything looked up and asked what it was. 10 billion years of stars forming and dying with no one to witness any of it. No one to name it. No one to wonder why. Then we showed up. And for the first time in the history of everything, the universe had a witness. Musk: “The image in my mind is of a tiny candle in a vast darkness. A tiny candle of consciousness that could easily go out.” That’s not a metaphor. That’s a status report. Stars don’t know they burn. Black holes don’t know they consume. Galaxies don’t know they spiral. We do. We are the only part of the universe that has ever experienced it. Every law of physics we’ve uncovered was already running. Silently. For billions of years. With no one to find it. We didn’t create meaning. We’re the first thing that could recognize it was missing. That’s what makes Musk’s point so much deeper than most people realize. He’s not arguing that humanity matters because we’re special. He’s saying we might be the only reason “mattering” is a concept at all. Without consciousness, the universe still runs. Stars still burn. Planets still orbit. But none of it means anything. Not because it’s meaningless. Because meaning requires a mind. And there might only be one. Musk isn’t building rockets because he likes engineering. He’s building them because he realized the only thing that ever gave the universe a name has a single point of failure. One asteroid. One war. One century of wrong decisions. And the witness goes silent. The atoms keep moving. The physics keeps running. But nobody is there to call it anything. The universe doesn’t end. It just goes back to not knowing it exists. The most profound thing about what Musk said isn’t that the candle is small. It’s that without the candle, there’s no such thing as darkness either.

Claude Code feels completely different once you install this. Anthropic quietly released an official plugin called claude-code-setup and it basically turns Claude Code from “pretty good” into an actual AI dev environment. It scans your project and recommends: → hooks → skills → MCP servers → subagents → automations Then sets everything up step-by-step for you. Most people are using Claude Code completely vanilla… which is why their experience feels messy. The real power comes from the ecosystem around it. Install: /plugin install claude-code-setup@claude-plugins-official Bookmark this before you forget it.

In a top Mumbai hospital a patient was advised immediate bypass surgery. The nervous patient underwent all tpre-operation tests. He was informed about the cost which was high but he had no option. They asked him to fill up a form. In occupation box he wrote, ‘Officer, CBI’ Suddenly the whole atmosphere changed and a new team of doctors checked the patient. He was advised that surgery was not required. They prescribed some medicines & told him that the blockages will be gone in months. By the way, the patient is a Parsi Bawaji, working in the Central Bank of India. 😀

The AI Agent Economy Has Begun Goldman Sachs predicts AI agents will drive a 24x explosion in token consumption by 2030, reaching 120 quadrillion tokens processed monthly. This is the moment AI stops being a tool… and starts becoming a workforce. Companies using AI agents well will scale faster with: ✅ Leaner teams ✅ Lower operational costs ✅ 24/7 execution ✅ Enterprise output with startup-sized teams But the disruption will be massive. Repetitive knowledge work, traditional outsourcing, and slow operational models are about to be rewritten by autonomous AI systems working nonstop behind the scenes. The next generation of winners won’t just “adopt AI.” They’ll build companies where humans and AI agents operate together as one high-performance system. Most businesses still think AI is a chatbot. The smartest ones are already building digital workforces. For more insights on AI, subscribe to 10xme.biz newsletter and / or follow @10xme_biz.

@IndiaToday @SauravDassss O My God 🚨NEET leak 🚨SSC leak since 9 years 🚨UGC NET leak 🚨PG leak 🚨CBSE 12th results Goof up 🚨4 students committed Suicide 🚨Fake paper University It's a chaos frm class 12 to UG till PG D whole education system has crumbled under BJP rule Why we cannot question Govt?

@IndiaToday Students are secondary … the important thing is to spent money …. so that someone can appropriate it. After all they need only Bhakts & not people who can think & ask questions!

#WATCH: A ground report from Rajasthan reveals universities without students, campuses without classrooms, and crores of taxpayers’ money allegedly spent on institutions that largely exist only on paper. India Today’s investigation uncovers shocking details of so-called “paper universities” where grand promises appear to have turned into empty offices. #TTP #Rajasthan #PaperUniversities #EducationScam #GroundReport #InvestigativeJournalism #EducationSystem @PreetiChoudhry @sharatjpr

Google DeepMind CEO Demis Hassabis says we’re in the ‘foothills of the singularity’ I sat down with him to talk about what that means, curing every disease, and human meaning post-AGI: 0:00 Intro 0:45 What Demis is most excited about at I/O 1:46 Have AGI timelines shifted? 3:30 What's still missing before AGI 6:50 AI curing every disease 9:19 What diseases get cured first? 10:50 What Demis works on after AGI 11:48 Human meaning after AGI 13:50 The human skills that get more valuable 15:19 What's underhyped in AI right now

1/5 I'm a cardiologist. Here's why I recommend men take 5 mg of tadalafil — Cialis — every single day. Not for ED. Not for performance. I take it for the same reason every serious longevity physician I respect does: to protect my cardiovascular system, my brain perfusion, and my endothelial health at the most fundamental level. This drug — famous for all the wrong reasons — has quietly become one of the most powerful tools in preventive cardiology. And the data is now too strong for me to keep quiet about it.

Predicting a double pendulum is physically impossible in the long term because it is a deterministic chaotic system. While the exact equations of motion are known, infinitesimal differences in initial conditions—such as a millionth of a degree—will cause the trajectories to diverge completely almost immediately. © Science Facts

Priyanka Chopra when abroad: "I left Bollywood coz I don’t like staying in sh!t, because then you get used to the Smell" 🤡🤡 Priyanka Chopra in India: Crying about how racist the American film industry is - "I was thrown out of the movie coz i was too ethnic" 😭😭🤡

If you wish to take a crash course in Indian politics from 1950 to 2026, here's a good resource. Long, but worth the time. Find all twists and turns, and all forces that brought us where we are today. (I even made my own 100 point summary!) himalmag.com/politics/arun-…

The GenAI vocabulary you learned in 2024 is already outdated. Back then, AI mostly generated answers. Now? AI systems: → use tools → browse the web → write code → coordinate subagents → remember context → make decisions → execute workflows We’ve entered the era of Agentic AI. And that shift created an entirely new engineering language. Here are 12 Agentic AI terms every builder needs to know in 2026 👇 ━━━━━━━━━━━━━━━ 🧩 𝗠𝗖𝗣 (Model Context Protocol) The universal connector between agents and tools. Think: “USB-C for AI systems.” One protocol connecting: → IDEs → browsers → APIs → databases → developer tools ━━━━━━━━━━━━━━━ 🔁 𝗔𝗴𝗲𝗻𝘁 𝗟𝗼𝗼𝗽 The core thinking cycle: Observe → Reason → Act → Evaluate → Repeat This is what transforms an LLM into an autonomous system. ━━━━━━━━━━━━━━━ 🛠️ 𝗧𝗼𝗼𝗹 𝗨𝘀𝗲 Giving AI actual capabilities. Not just text generation. Agents can now: → run code → call APIs → search databases → send emails → deploy apps → control browsers LLMs are becoming operating systems. ━━━━━━━━━━━━━━━ 🎛️ 𝗢𝗿𝗰𝗵𝗲𝘀𝘁𝗿𝗮𝘁𝗼𝗿 The “manager” coordinating the agents. Routes tasks. Maintains state. Handles retries. Controls workflows. Without orchestration, multi-agent systems become chaos. ━━━━━━━━━━━━━━━ 👨‍🔧 𝗦𝘂𝗯𝗮𝗴𝗲𝗻𝘁 A specialized worker agent. One researches. One debugs. One writes tests. One validates outputs. AI teams are replacing single-prompt workflows. ━━━━━━━━━━━━━━━ 🧠 𝗠𝗲𝗺𝗼𝗿𝘆 The difference between: “chatbot” and “persistent AI system.” Short-term memory → current task Long-term memory → user history + learned context Memory is becoming the foundation of personalization. ━━━━━━━━━━━━━━━ 🌍 𝗚𝗿𝗼𝘂𝗻𝗱𝗶𝗻𝗴 Keeping AI connected to reality. Instead of hallucinating, the system pulls: → documents → APIs → web results → databases → enterprise data Grounded agents outperform isolated LLMs. ━━━━━━━━━━━━━━━ 🛡️ 𝗚𝘂𝗮𝗿𝗱𝗿𝗮𝗶𝗹𝘀 The safety + policy layer. Controls: → permissions → tool access → dangerous actions → prompt injection risks → output validation Production agents without guardrails are security risks. ━━━━━━━━━━━━━━━ 📦 𝗦𝗮𝗻𝗱𝗯𝗼𝘅𝗶𝗻𝗴 Safe execution environments for agents. Especially important when AI: → writes code → executes commands → modifies files → runs automation Never let autonomous systems run unrestricted. ━━━━━━━━━━━━━━━ 👤 𝗛𝘂𝗺𝗮𝗻-𝗶𝗻-𝘁𝗵𝗲-𝗟𝗼𝗼𝗽 The approval checkpoint. Critical actions still require human validation: → deployments → payments → database changes → sensitive workflows Autonomy ≠ removing humans entirely. ━━━━━━━━━━━━━━━ 🪟 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗪𝗶𝗻𝗱𝗼𝘄 Your agent’s attention span. Too much context: → performance drops → latency rises → reasoning weakens Context engineering is becoming as important as prompt engineering. ━━━━━━━━━━━━━━━ 🤝 𝗠𝘂𝗹𝘁𝗶-𝗔𝗴𝗲𝗻𝘁 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 Multiple AI agents collaborating together. Not one super-agent. A coordinated system of specialists. Exactly how human engineering teams operate. ━━━━━━━━━━━━━━━ The biggest shift in AI right now: We’re moving from: “ask AI a question” to: “assign AI a task.” That changes everything. Save this post. Your future AI stack will be built around these concepts. 📌 Which term do you think will become the most important over the next 2 years? #AgenticAI #AIEngineering #LLM #MCP #ArtificialIntelligence #AIArchitecture

Most people are building AI agents. Very few are building AI operating systems. That’s the difference between a cool demo… and an autonomous workflow that actually scales. This architecture is the missing blueprint: 🧠 CLAUDE.md The memory + behavior layer Rules, conventions, workflows, project intelligence 📚 Skills Reusable expertise loaded on demand Code review, refactoring, release workflows, debugging, research 🛡️ Hooks Automatic guardrails & quality enforcement Validation, checks, notifications, deterministic execution 👥 Subagents Specialized agents with isolated roles and context windows Focused, scalable delegation 🔌 Plugins Shared tools, workflows, and capabilities across teams The biggest mindset shift: AI systems should be designed like operating systems. Not just prompts. Modern autonomous workflows need: • memory layers • modular skills • orchestration • delegation • validation loops • reusable tooling This is where AI engineering is heading in 2026: From “chatbots” → to composable intelligent infrastructure. The teams that understand this early will build agents that: ✅ persist context ✅ coordinate tasks ✅ self-improve ✅ enforce standards ✅ scale across projects AI is no longer just generating outputs. It’s becoming an executable operating layer for work itself. 🚀

SAM ALTMAN: “WE SEE A FUTURE WHERE INTELLIGENCE IS A UTILITY, LIKE ELECTRICITY OR WATER, AND PEOPLE BUY IT FROM US ON A METER.”