Sateesh Bangarugiri @realThinkDen
Full Stack AI Engineer | 6+ YOE | Deloitte USI linkedin.com/in/sateeshbang… India 🇮🇳 Joined May 2011-
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Andhra Pradesh's Education Crisis: DSC scam. Reimbursement burden. Coaching mafia. The BJP’s “DOUBLE ENGINE” is running education off the rails! At Gen-Z Rising, Vijayawada, I met students raising these questions. YOU FIGHT. WE FIGHT ALONGSIDE YOU!
Recently I interviewed a Senior Engineer. Strong candidate. Kafka? ✅ Redis? ✅ Microservices? ✅ Distributed systems? ✅ Then I asked: "Your payment service receives 100,000 payment requests per minute." A customer clicks Pay. The request reaches your payment service. Payment succeeds. But before your service sends the response, the network connection drops. The customer sees: "Payment failed." They click Pay again. Now you have two requests for the same order. Both can reach different servers. Both can be processed concurrently. How do you guarantee the customer is charged exactly once? "Just use a database transaction." Doesn't solve it. "Use Redis." Still doesn't solve the distributed failure scenario. "Check the order status first." What happens when two requests check it at exactly the same time? Your turn: How would you design this payment API so retries don't create duplicate charges? There's a specific distributed-systems concept behind this. And you'll encounter it everywhere payments are involved.👇
“To be successful at anything, you don’t have to be special. You just have to be what most people aren’t: consistent, determined and willing to work for it. No shortcuts.” — Tom Brady
Father, teach this to your kids. Don't subscribe to someone else's definition of fun. If your idea of a great Friday night is reading, building, lifting, writing, taking a walk, or having a deep conversation, that's your fun. Don't let other define fun. You do you!
If you've not built your own AI coding harness by now, are you even a serious tech company?
once you have a winner. go all in.
Always remember, being surrounded by people smarter than you is an opportunity, not a competition.
I’m in love with this sentence: “Bigger dreams call for healthier habits and healthier habits require more self discipline.”
Grok Bot feels like an OpenClaw moment. Anyone who's used it over the past week knows it's actually that good. I built a Claude Code/Codex prompt that helps transfer all my agent skills, context, and projects into Grok Bot agent swarms. Hands-down, the easiest way to launch new Bot teams. Here's the exact prompt: Paste into Codex/Claude Code "I want you to prepare everything for a migration to Grok Bot. Go through my current setup and compile: 1. Every skill file (SKILL. md or equivalent) I have saved, with a detailed summary of what each does. 2. My core memory/context files, condensed into a single profile document covering my goals, preferences, business context, and writing style. 3. Every recurring workflow or loop I currently run, listed with its trigger, steps, and how often it runs. 4. A suggested agent breakdown: group my workflows into logical "roles" (e.g. CFO, research assistant, content, ops) the way a real team would be divided. 5. Any other important data my Grok Bot team should know Output everything as clean, structured markdown I can paste directly into new Grok Bot agents. For any existing tools/MCPs I'm using, flag those as well." Game-changer.
@minchoi @elonmusk Grok Build is incredible
Day 7 of Game a Day for a week with Grok Build: Today I built a Bleak Hollow teaser with Grok 4.6. A first-person cave system that watches you back. Ominous lighting that turns every shadow into a question. When you trigger the end, all light dies. A blood-curdling scream rips
This is literally my new workflow now: Realtime Research → Grok Bot Planning & Orchestration→ Grok Bot Day-to-day Coding/Debug → Grok Build + Grok 4.6 Write & Run Tests → Grok Build + Grok 4.6 Complex Coding/Debug → GPT-5.6 Sol Frontend → Fable 5 Bookmark this.
@AlexFinn has been testing it for a week and called it the best productivity tool he's seen. His words "your own personal fleet of AI agents doing work for you 24/7." He also figured out loops. One agent tells another agent to repeat a task every 5 minutes. Fully autonomous.
I have been testing Grok Bot for the last week and it's EXCELLENT It is your own personal fleet of AI agents doing work for you 24/7 In this video I give you a FULL walkthrough of the tool, how it works, and how to 100x your productivity with it SpaceXAI COOKED
A lot of people are wondering why Stripe is acquiring OpenRouter when both companies look completely different. Well, Stripe is making the right use of their money. Stripe realized that building an LLM would cost a hell of a lot of money. So why not avoid the cost of building an LLM and focus more on owning the infrastructure layer around AI applications? I don't see a single application on the internet in the next 5 years that won't be making an API call to an LLM provider. Now think about it: an application making AI API calls via OpenRouter, with payment infrastructure built on Stripe. That means Stripe can own the internet in the next 5 years.
Maybe bat 50 overs for 200 today and set around 380-400. But that will have to be flexible depending on the weather.
Adventure has lots of unknowns. Embrace them, they’re a big part of the adventure.
నువ్వు కాలే లోపు రెండు దీపాలూ వెలిగించేస్తా అని నేను, దానికి ముందే నీ చేయి కాల్చేస్తా అని అగ్గిపుల్ల , ఎట్ సమ్ పాయింట్ ఇట్ బికమ్స్ ఆన్ ఈగో ఫైట్ బిట్వీన్ అస్. నాగపంచమి శుభాకాంక్షలతో #మధుదయం
Pretty good way to think about the value of AI agents and where the opportunity lies. You have a technology that will tirelessly do all the things that you could never fully do before. Not because you didn’t want to or it wasn’t valuable, but because it was just not even remotely practical. The upside with AI is to think about everything you can now throw intelligence at that won’t give up and what would the returns be. You just couldn’t possibly find every security vulnerability in your codebase, because you couldn’t simulate every risk vector. You couldn’t read every contract or document to process the data and capture it to query later. You couldn’t comb through your customer base and look for every relevant data point for doing upsells. And so on. This is a pretty clear way to think about how to deploy AI to get real gains, but also where the startup opportunities are as well. Go after the markets where more compute on a problem will qualitatively change what customers can now do in that domain.
many of the gains of AI boil down to : AI is better at brute forcing than you
మంచి రోజుల్లో చెప్పిన రహస్యాలు చెడు రోజుల్లో హాని కలిగిస్తాయి .
WTC POINTS TABLE IS WIDE OPEN - No one can predict who will qualify into the final. - We are going to have a thrilling end. 😍
Poke A Bowl® @PokeABowl
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245K Followers 1K Following allow yourself to introspect and realize what was lost: twitter will never return to what it once was. close your phone; think about how you now spend your life














































