बेनेट यूनिवर्सिटी ग्रेटर नोएडा में लड़कियों का गिरोह जूनियर्स को रैगिंग के नाम पर बुरी तरह पीट रहीं है। थप्पड़ मार रहे, गालियां दे रहे, परिवार की इज्जत तक पर सवाल उठा रहे।
ये शिक्षा नहीं, गुंडागर्दी है। प्रशासन और पुलिस फौरन एक्शन ले, वरना ये कल्चर पूरे कैंपस को बर्बाद कर देगा।
AI agents didn't just suddenly appear, they evolved. 🚂
Welcome to the AI Evolution Express. We went from simple text generation to a fully autonomous workforce. How did we get here? What stops did we take?
📍 STOP 1: Simple LLM Text Processing
Input ➡️ LLM ➡️ Output. The era of zero-shot and few-shot prompting.
📍 STOP 2: Documents & Context
We started stuffing the context window. Feeding the model text + docs to get more relevant answers.
📍 STOP 3: RAG, Tools, & Memory
Retrieval Augmented Generation entered the chat. The LLM gained the ability to fetch external data and use basic calculators or APIs.
📍 STOP 4: Multi-Modal & Decision Making
The models got eyes and ears. We introduced distinct memory modules (Short-term vs. Long-term) and the model began weighing options.
📍 STOP 5: True Agent Architecture
The shift from linear processing to loops. Input ➡️ LLM ➡️ Decision ➡️ Tool/Memory ➡️ Output. The agent can self-correct and iterate.
📍 STOP 6: Fully Autonomous, Observable, Governed Systems
Where we are heading. This isn't just a model; it's a Service Layer. It includes:
• Planning & Self-Improvement
• Governance & Safety Rails
• Observability & Orchestration
The current wave of AI is about better agent architectures.
We are shifting from building chatbots to architecting an AI workforce. And we are still early.
#AIAgents #ArtificialIntelligence #MachineLearning #SystemDesign #AIAgent
"One of the great lessons of life is to 'invert, always invert.' Instead of looking for what makes a good investment, look for what makes a bad one and then avoid it. What makes a bad investment? High entry price, dishonest management, weak competitive position, and excessive debt.
If you systematically avoid those four things, you’ve already beaten 90% of the people in the market. Valuation is the final filter. You can have a great business with great people, but if the price is double what it’s worth, you must walk away." - Charlie Munger
#Delhi |A single mother shuffles like a shadow in her house in #Dwarka, hemmed in by the tangible manifestations of her son's unfulfilled dreams — medals hanging on the walls and his handwritten quotes that bear a glimpse of a future that could have been.
A deathly silence reigns in the house, one that has shrouded her since a fatal crash on Feb 3.
More details 🔗https://t.co/6lpl3iT63l
#IndiaMatters | Senseless, careless, heartbreaking: Minor in speeding SUV kills youth, out on bail for board exams
NDTV's @ShivAroor speaks to Inna Maakan, a grieving mother whose son was mowed down by 'reel-makers'
AI isn’t magic - it’s built layer by layer on strong fundamentals.
At GeeksforGeeks, we’ve helped millions of learners master these foundations with structured, industry-focused programs that actually deliver results.
If you’re serious about building real AI skills, start from the ground up.
In 1983, Steve Jobs predicted AI, 40 years before ChatGPT existed:
"The problem with books was you can't ask Aristotle a question."
Steve explains what makes computer programming different from television:
"Television programming is very good at capturing a set of experiences and recreating them. You can watch the JFK funeral from 1963 and feel the same feelings you felt 20 years ago. Computer programming does something different. It captures the underlying principles of an experience not the experience itself, but the underlying principles. And those principles can enable thousands of different experiences."
He gives an example:
"There's a program called Hammurabi. Seven-year-old kids are playing this game where you're King Hammurabi of the ancient kingdom of Sumeria. You decide how much land to buy, how much to plant. If you don't plant enough, your people starve.
If you plant a lot, people come from surrounding villages. It's crude, but basically these kids are playing with a macroeconomic model. They'll sit there for hours and learn. That's an interactive way of learning none of us ever had growing up."
Then Steve shares his vision for the future:
"When I was going to school, the thing that kept me out of jail was books. I could go read what Aristotle wrote. I didn't need an intermediary. A book got right from the source to the destination. But the problem was you can't ask Aristotle a question."
He continues:
"As we look towards the next 50 to 100 years if we can come up with machines that capture an underlying spirit, an underlying set of principles, an underlying way of looking at the world then when the next Aristotle comes around, maybe if he carries one of these machines his whole life and types in all this stuff, then maybe someday after that person's dead and gone, we can ask this machine: 'What would Aristotle have said about this?' Maybe we won't get the right answer. But maybe we will. And that's really exciting to me."
ये दिल्ली विश्वविद्यालय में की छात्रा “चित्रा” हैं इन्हें किसी प्रोफेसर ने किसी मामले को लेकर परेशान किया!
उस प्रोफेसर के बारे में इन्होने रील बनाकर इंस्टाग्राम पर डाल दी!
जब विभागाध्यक्ष को रील्स के बारे में पता चलता है तो डिलीट करने का दवाब बनाते हैं
लेकिन ये लड़की डरी नहीं, उसने रील delete करने से साफ मना कर दिया!🔥
डीयू प्रशासन छात्रा के साथ न्याय करे..परेशान करने वाले प्रोफेसर पर कार्यवाही होनी चाहिए!