Wow. First time seeing a racist. @venom1s - Bro u r absolute right look at this if u have some time.

look at the way he made 'em understand the cook shouldn’t have to source the ingredients for the product. gus was proud.

this Anthropic researcher wrote one of the best articles you can find here on AI research. obviously, Hamming's classic book is highly suggested to learn how to develop a "Research Taste".

I can retire now from Vietnam recommendations job. Ankit bhai has created the perfect Vietnam itinerary 🥹

This is the best site on the internet to learn how LLMs actually work. Free. Completely. 0xkato.xyz/how-llms-actually… Bookmark this site. Then read this setup ↓

Nobody explained AI this clearly. So I made this. 🔥 If you've been confused by LLM, RAG, AI Agents and MCP — stop overthinking it. Think of AI like a human body 👇 🩷 LLM = The Brain Reasones through problems. Generates language and logic. Without it? No AI. Period. 🟠 RAG = Brain Books Gives the brain access to real knowledge. Eliminates hallucinations completely. Without it? AI just guesses. Every time. 🩵 AI Agent = Brain Hands Doesn't just think — it ACTS. Executes tasks. Uses tools. Remembers context. Without it? AI talks. Never delivers. 🟡 MCP = The Nervous System Connects LLM RAG Agent into ONE system. Without it? All parts work in silos. Broken. 💡 The 1-line summary nobody gives you: LLM thinks RAG knows Agent acts MCP connects This is the AI stack. Learn it. Own it. Build with it. 📌 I break down AI concepts like this every week in plain English — plus how to BUILD and monetize them. Free. No jargon. Just clarity. 👉 Subscribe to The AI Revenue Playbook: avsl.beehiiv.com 🔖 Save this — it's the clearest AI explainer you'll find. 💬 Which layer surprised you most? Drop it below. 🔁 Share this with someone still confused about AI. Follow @AiswaryaVenkit1 for more such insights!!

A Stanford professor just gave a public lecture on exactly how GPT, Claude, and LLaMA are built under the hood no insider access required just the clearest breakdown of modern LLM architecture I've seen this lecture reveals the framework professors are paid up to $750K a year to teach the gap between "I use ChatGPT" and "I understand how it works" is smaller than most people think the most complete public breakdown of modern LLM architecture I've seen this year

If I had 6 months to become an Agentic AI Engineer. I'd do this. Stage 1: Python Async Foundations asyncio, FastAPI, event-driven architecture, error handling, API integration patterns. Stage 2: LLM Fundamentals for Agents Context management, model routing, token economics, latency tradeoffs, failure modes. Stage 3: Tool Calling Structured Outputs Pydantic validation, function calling schemas, error recovery, dynamic tool discovery. Stage 4: Memory State Management Short-term buffers, long-term vector recall, context compression, cross-session sync. Stage 5: Single Agent Workflows ReAct loops, plan-and-execute, self-reflection, iteration limits, graceful degradation. Stage 6: Multi-Agent Orchestration LangGraph/CrewAI, supervisor patterns, message passing, conflict resolution, handoffs. Stage 7: Human-in-the-Loop Systems Uncertainty detection, approval gates, audit trails, resume logic, intervention points. Stage 8: Evaluation Quality Assurance Automated eval harnesses, LLM-as-a-judge, regression testing, hallucination metrics. Stage 9: Observability Tracing Distributed tracing (LangSmith/Arize), cost dashboards, latency monitoring, alerting. Stage 10: Security Guardrails Prompt injection defense, output filtering, PII redaction, sandboxed execution, compliance. Stage 11: Production Deployment vLLM/SGLang, Kubernetes scaling, CI/CD for agents, canary releases, rollback strategies. Stage 12: Open Source Portfolio Ship autonomous agents publicly, write architecture docs, record demos, contribute to libs. Most people stay stuck watching tutorials. Builders get hired. (Bookmark it)

Evlenirsen pişman olursun. Evlenmezsen de pişman olursun. Çocuk yapsan da yapmasan da pişman olursun. Kierkegaard bunu 200 yıl önce şöyle söylemiştir: "Neyi seçersen seç pişman olursun. Çünkü sorun tercihlerinde değil yaşanmamış bir hayatı romantize etmendir. İnsan her daim gidilmemiş bir yolu cazibeli ve gizemli bulur. Bu yüzden mesele en doğru seçimi yapman değil. Hangi pişmanlıkla yaşayacağını seçip karar vermendir." Sen neye karar verdin?

Illa purila @offl_Lawrence sir - Ippo unga fans indha maari Panayur and neelangarai la poster adichirukaanga. Idha pathi ungaluku onnume teriyadhu. Adhaana solla vareenga. #TVKVijay‌ #TVKVijay‌HQ @itisprashanth - Bro look at this.

Wow.

Paithiyam pola Ivan. 🤦🤦

Did Latha Rajinikanth start any movement for Tamil Nadu's welfare in the last decade? Did she atleast give any political interviews? The last time she put out a video was following the Karur incident. Now, she has suddenly resurfaced again to declare that 2021 was a huge miss for her husband. When Tamil Nadu was under the previous regime, there wasn't a word about missed opportunities, or any political regrets. At least Kamal Haasan deserves credit for one thing. He formed a party, contested elections, faced the people, and accepted the outcome. Rajinikanth, on the other hand, spent decades building expectations, repeatedly hinting at political entry, allowing supporters to dream, and then walked away when the moment of truth arrived. The excuses he gave are all on record: “What will I do with 20% vote share?”, “DMK and ADMK are jaambavaans” “there’s no political wave, the timing isn’t right” Politics is not about calculating victory before entering the battlefield. And that’s exactly where Vijay stands apart. At the peak of his career, with everything to lose and nothing forcing him into politics, he took the plunge. No excuses. No endless suspense. No testing the waters. He entered the field knowing that he would be attacked, mocked, scrutinized, ridiculed, and written off. Yet he stood his ground and faced the people directly. He walked straight into the storm. The fact is that, no one in the near future will ever come close to achieving what Vijay did. Once in a generation, a person emerges who transcends the ordinary and reshapes the landscape. Vijay is that rare phenomenon. While the rest can just sit back and weep endlessly out of pure jealousy.

Thanks @grok If u r following @ankit_investing and planning to invest based on his ideas, this is him. So give a read.

Wow. Finally.

அண்ணன் குரல்ல ஒரு மன ஆறுதலை போடுவாம்.❤️🥹

What each time of day is actually called

Real..

“Hard practice is nothing compared to guidance from the right teacher”