K V Durga Prasad (@kattula) header
K V Durga Prasad (@kattula) profile picture

Information Security Professional

Singapore
Joined April 2010
Photo by K V Durga Prasad (@kattula)Photo by K V Durga Prasad (@kattula)
K V Durga Prasad retweeted
NVIDIA just open-sourced something interesting for AI agents Meet Auto Ontology 👀 It gives AI agents a semantic layer to understand enterprise data instead of blindly querying databases. What it does: - Automatically builds knowledge graphs from database metadata - Understands business terms, metrics & relationships - Generates and validates SQL queries - Checks whether data can actually answer a question - Exposes everything to AI agents through MCP, CLI & API The interesting part? Agents don't just return answers. They can show the SQL, data lineage, and reasoning behind them. Built with NVIDIA NIM, PostgreSQL, pgvector and MCP. This is the kind of infrastructure that makes enterprise AI agents more reliable.
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K V Durga Prasad retweeted
I encourage anyone who is leading an engineering org to read this in its entirety. It is short, extremely well written, and very much directionally correct. The job and the organization needs to entirely change to take full advantage of these tools. That path is largely a human alignment challenge at this point. If you are a leader, your job is to get people on the new ship, and get them sailing together. The old ship doesn’t exist anymore, although many people wish it did and are incentivized to continue to believe it exists. Software Engineering is an entirely different thing now, and the faster you can get your org to understand this and align on how to work now, the less painful it will be for you long term. If you don’t do it, I simply believe your org won’t exist because it will get disrupted by an org that does
Replying to @josephfcox
Here is Proton CTO's AI manifesto, that I obtained multiple copies of 404media.co/manifestos-fear-…
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K V Durga Prasad retweeted
👩‍🏫 UNA PROFESORA DE STANFORD EXPLICA CÓMO DOMINAR LOS PROCESOS DE DECISIÓN DE MARKOV Una clase de 83 minutos, gratuita y directamente desde Stanford. 🧠 En la lección aprenderás: • Diferencias entre problemas de búsqueda y entornos estocásticos. • Evaluación de políticas y recurrencias de valores Q. • Cómo funciona la iteración de valores. • Límites de convergencia en grafos cíclicos. Todo explicado desde los fundamentos de los Markov Decision Processes (MDP). 🔥 Si estás aprendiendo inteligencia artificial, aprendizaje por refuerzo o toma de decisiones algorítmica, es una clase para guardar. 📌 Guárdala y mírala cuando tengas tiempo. Una joya gratuita de Stanford.
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K V Durga Prasad retweeted
These Linux commands helped me most in last 13 years of IT career Daily stuff: • ps aux | grep {process} - Find that sneaky process • lsof -i :{port} - Who's hogging that port? • df -h - The classic "we're out of space" checker • netstat -tulpn - Network connection detective • kubectl get pods | grep -i error - K8s trouble finder Log related commands: • tail -f /var/log/* - Real-time log watcher • journalctl -fu service-name - SystemD log stalker • grep -r "error" . - The error hunter • zcat access.log.gz | grep "500" - Compressed log ninja • less +F - The better tail command Container cli: • docker ps --format '{{.Names}} {{.Status}}' - Clean status check • docker stats --no-stream - Quick resource check • crictl logs {container} - Raw container stories • docker exec -it - The container backdoor • podman top - Process peek inside containers System Detectives: • htop - System resource storyteller • iostat -xz 1 - Disk performance poet • free -h - Memory mystery solver • vmstat 1 - System vital signs • dmesg -T | tail - Kernel's recent gossip Network stuff: • curl -v - HTTP conversation debugger • dig +short - Quick DNS lookup • ss -tunlp - Socket statistics simplified • iptables -L - Firewall rule reader • traceroute - Path finder File and stuff: • find . -name "*.yaml" -type f - YAML hunter • rsync -avz - Better file copier • tar -xvf - The unzipper (yes, we all google this) • ln -s - Symlink wizard • chmod +x - Make it executable Performance: • strace -p {pid} - System call spy • tcpdump -i any - Network packet sniffer • sar -n DEV 1 - Network stats watch • uptime - Load average at a glance • top -c - Classic process viewer Git Essentials: • git log --oneline - History simplified • git reset --hard HEAD^ - The "oops" eraser • git stash - The work hider • git diff --cached - What's staged? • git blame - The "who did this?" resolver Quick Fixes: • sudo !! - Run last command with sudo • ctrl+r - Command history search • history | grep - Command time machine • alias - Command shortcut maker • watch - Command repeater
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K V Durga Prasad retweeted
GOODBYE, ASTROLOGERS. CHATGPT HAS MADE IT EASY AND FREE. YOU JUST HAVE TO ENTER YOUR BIRTH DATE. NO HOROSCOPES, NO TAROT. COPY THESE 6 PROMPTS TO GET RESULTS THAT WILL LEAVE YOU SPEECHLESS 👇🏽
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K V Durga Prasad retweeted
Stop watching tutorials... Start building This GitHub repo has a huge collection of project-based tutorials to help you learn by actually creating things If you're stuck on “What should I build?” start here github.com/practical-tutoria…
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K V Durga Prasad retweeted
The most important skills in Building and Deploying AI Applications.
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K V Durga Prasad retweeted
If you want to become a world-class AI engineer in 2026, watch these 12 YouTube videos (save them):
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K V Durga Prasad retweeted
My friend applied to 200 tech jobs in two years. No CS degree. No callbacks. Last month Anthropic offered him $750,000. All because of one Stanford lecture. Free on YouTube. One hour. A professor explains how ChatGPT actually works. Not the Twitter version. The real one. He watched it in bed. Paused it eleven times. After that hour he told me something I didn't believe. "It's embarrassingly simple." Three days later he applied to Anthropic. Every single question they asked him, he knew from that video.
Readers added context they thought people might want to know
Anthropic's engineering interviews require coding challenges, system design, past experience discussions, and alignment checks; $750,000 offers target senior/lead roles with substantial expertise, not entry-level hires. interviewing.io/anthropic-inte… anthropic.com/careers levels.fyi/companies/anth…
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K V Durga Prasad retweeted
A few months back, I published this guide on how to remember everything you read. Re-sharing it here for anyone who finds these protocols useful. (1/11)
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K V Durga Prasad retweeted
AI-ML Roadmap from scratch github.com/aadi1011/AI-ML-Ro…
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Stop wasting hours trying to learn AI. 📘📚 I have already done it for you. With one list. Zero confusion. And no fluff 📹 Videos: 1. LLM Introduction: lnkd.in/dMqbaZdK 2. LLMs from Scratch: lnkd.in/dYYwEhYy 3. Agentic AI Overview (Stanford): lnkd.in/dArmMt2i 4. Building and Evaluating Agents: lnkd.in/dBWd2W8u 5. Building Effective Agents: lnkd.in/dHfdebqw 6. Building Agents with MCP: lnkd.in/dXuNHrRJ 7. Building an Agent from Scratch: lnkd.in/da3ANw3w 8. Philo Agents: lnkd.in/dq-BfZE5 🗂️ Repos 1. GenAI Agents: lnkd.in/d3UDtwwv 2. Microsoft's AI Agents for Beginners: lnkd.in/dHvTmJnv 3. Prompt Engineering Guide: lnkd.in/gJjGbxQr 4. Hands-On Large Language Models: lnkd.in/dxaVF86w 5. AI Agents for Beginners: lnkd.in/dHvTmJnv 6. GenAI Agentshttps://lnkd.in/dEt72MEy 7. Made with ML: lnkd.in/d2dMACMj 8. Hands-On AI Engineering:lnkd.in/dgQtRyk7 9. Awesome Generative AI Guide: lnkd.in/dJ8gxp3a 10. Designing Machine Learning Systems: lnkd.in/dEx8sQJK 11. Machine Learning for Beginners from Microsoft: lnkd.in/dBj3BAEY 12. LLM Course: lnkd.in/diZgGACG 🗺️ Guides 1. Google's Agent Whitepaper: lnkd.in/gFvCfbSN 2. Google's Agent Companion: lnkd.in/gfmCrgAH 3. Building Effective Agents by Anthropic: lnkd.in/gRWKANS4. 4. Claude Code Best Agentic Coding practices: lnkd.in/gs99zyCf 5. OpenAI's Practical Guide to Building Agents: lnkd.in/guRfXsFK 📚Books: 1. Understanding Deep Learning: lnkd.in/dgcB68Qt 2. Building an LLM from Scratch: lnkd.in/g2YGbnWS 3. The LLM Engineering Handbook: lnkd.in/gWUT2EXe 4. AI Agents: The Definitive Guide - Nicole Koenigstein: lnkd.in/dJ9wFNMD 5. Building Applications with AI Agents - Michael Albada: lnkd.in/dSs8srk5 6. AI Agents with MCP - Kyle Stratis: lnkd.in/dR22bEiZ 7. AI Engineering: lnkd.in/gi-mQcXa 📜 Papers 1. ReAct: lnkd.in/gRBH3ZRq 2. Generative Agents: lnkd.in/gsDCUsWm. 3. Toolformer: lnkd.in/gyzrege6 4. Chain-of-Thought Prompting: lnkd.in/gaK5CXzD. 🧑🏫 Courses: 1. HuggingFace's Agent Course: lnkd.in/gmTftTXV 2. MCP with Anthropic: lnkd.in/geffcwdq 3. Building Vector Databases with Pinecone: lnkd.in/gCS4sd7Y 4. Vector Databases from Embeddings to Apps: lnkd.in/gm9HR6_2 5. Agent Memory: lnkd.in/gNFpC542 Repost for your network ♻️ &follow for more stuff on building AI Agents.
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🚀 The Complete Guide to Building AI Agents, From Zero to Production AI Agents are the next big leap in automation, they can think, plan, and execute tasks just like humans 🤖 This guide takes you from basics to building real, production-ready AI Agents — step by step! To get your copy 👇 1️⃣ Like & Repost 2️⃣ Comment “AI” 3️⃣ Follow (so I can DM you the guide) 💡 The future isn’t about using AI — it’s about building it. Start today!
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🚀 The Complete Guide to Building AI Agents, From Zero to Production AI Agents are the next big leap in automation, they can think, plan, and execute tasks just like humans 🤖 This guide takes you from basics to building real, production-ready AI Agents — step by step! To get your copy 👇 Like & Repost Comment “AI” Follow (so I can DM you the guide)
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K V Durga Prasad retweeted
LEGO was 4 weeks away from bankruptcy in 2003: • Losing $1 Million per day • $800 Million in debt • Negative profit margin (-30%) But then something happened, and by 2010, they started growing faster than Apple. How? 🧵
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K V Durga Prasad retweeted
It’s the most underrated medicine on Earth. It fights cancer, kills inflammation, and crushes stress—yet costs pennies per dose. Recently, I’ve been researching its healing benefits. What I found is mind-blowing 🧵
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K V Durga Prasad retweeted
Naval Ravikant's latest podcast with Chris Williamson is mind-blowing. He revealed: • Why he deleted his calendar • Three decisions that determine 90% of your life's outcome • Why most anxiety comes from a problem few understand 10 insights that'll transform your life:
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K V Durga Prasad retweeted
1. The King's Speech (2010) - King George VI overcomes a stammer to lead Britain through WWII. Leadership Takeaway : Vulnerability, trust in mentorship, and authenticity under pressure.
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K V Durga Prasad retweeted
The 6 mantras you ‘must’ teach your kids. 👏🏼👏🏼👌🏼 Don’t mind the language is in Telugu but the mantras are Sanskrit mantras, so you can learn and recite them all by listening to this audio.
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