My college charged $30,000/year. My professor gave me a textbook from 2009. I started using free AI instead. 6 months later: → Top grades in every subject → 3 freelance clients → Personal brand growing from zero Here is the 'AI Student Stack' that made it happen 🧵

NCERT to replace the covered-up ‘Dancing Girl’ with the original version in the Class 9th art textbook “As soon as the issue came to notice, the concerned department was directed to look into the matter. Following consultations with experts, the department is replacing the image of the Dancing Girl with its original version. The correction is being implemented immediately in the digital version of the textbook, while the revised print editions will carry the original version of the image,” NCERT Director Dinesh Saklani to ANI (Photo-NCERT textbook)

NCERT to restore nude ‘Dancing Girl’ image in Class 9 Arts textbook. So much of time, money & energy is wasted on such issues. Has NCERT forgotten that we are liveing in an era where everything is easily available online? So why this moral policing. indianexpress.com/article/ed…

Linear Algebra and Optimization for Machine Learning [516-page textbook]: amzn.to/39aWf8N ————— #DataScience #DataScientist #ML #Mathematics #ORMS

A wonderful story from Assam, almost like a small folk tale that accidentally entered a school textbook. When Gibbon reached Class X at JNV, he opened his NCERT English workbook and found a chapter about the civet his mother had raised.

kirk's death was largely a blessing in disguise because they were allowed to make a measly podcaster a martyr for their cause. a textbook political tactic.

Left wing attack them if they dont love multicultur If they talk scream and shout so they cant be heard ,, textbook browncoat

Absolutely f*cking textbook. MMs & algos front ran everyone's bids in the 47–58K range. Just another classic market psyop... bitcoin:native

America's Most Wanted, Sensationism: For those of you who don't know, I used to watch the show America's Most Wanted in my childhood. I watched it every week. The show used to scare me. And I was afraid to walk by windows afterwards. And I kind of liked the horror aspect of it. Sometimes real life can be scarier than fiction. I realize the show was kind of sensationalistic that was entertainment in nature. Yes, what happened was real stories and John Walsh had good intentions and captured many dangerous people, but they would obviously air vignettes that were a little cheesy reenacting what took place, little segments and vignettes where they reenacted what took place in the crime. And obviously that kind of sensationalizes the crimes, but yeah, it led to captures and saving people's lives and such. Have you ever seen the show Long Island's Most Wanted on the local network? It's dull photo after photo. No sensationalism. It's as boring as boring can be. Basically, there's no point in watching it. The biggest crimes you'll see is "this guy stole a DVD player from Best Buy in Levittown. Call if you've seen him." The only excitement there is I know exactly where that location is. It used to be in my old hometown. I'm like, "Oh, that's the Best Buy in my hometown." Then every now and then dramatic music will start playing and they'll say, "There was a murder in Hempstead. Be careful. This guy is armed and dangerous." And those are serious unlike the DVD player thieves. Obviously, for a while, up until like 2019 / 2020 I had the dream of maybe them creating a movie about my life. And let's say they did that. I bet my mother would protest "don't sensationalize and dramatize what happened. Make it as accurate as can be." But, obviously Hollywood likes to dramatize everything and it gets to a point where you have to be a little dramatic, and play music, and do entertainment. Otherwise, it would be dull and boring like reading a college textbook, a snooze fest. Not entertaining at all.

What are they doing in a Russian language textbook😂

How an Indian SME IT firm is pulling off a textbook "AI-First" pivot: The NINtec Systems Deep Dive Many legacy IT companies talk about AI, but few are fundamentally re-engineering their entire operational workflow. Ahmedabad-based **NINtec Systems** is showing how a boutique player can rapidly scale up the value chain. Here is a breakdown of their recent deep-tech shift and the proprietary AI platforms driving their growth: ### 1️⃣ Shifting from Legacy Code to Deep-Tech Workflows NINtec has completely shifted its service offerings away from low-margin, standard IT maintenance. Instead, they are locking into high-value, complex domains: * **MLOps & Computer Vision:** Building advanced visual processing systems for healthcare and automotive clients. * **Autonomous Workflows:** Engineering self-healing software systems that predict and fix failure points automatically. * **The Talent Engine:** They have aggressively upskilled their engineering core, deploying over **300 Claude-trained engineers** who build AI-native applications from scratch. ### 2️⃣ The Operational Pivot: Inverting the Development Cycle They aren't just building AI tools for clients; they've embedded **Anthropic's Claude** straight into their internal development pipeline. * **The New Playbook:** AI now writes the initial architecture, generates the baseline code, and drafts the autonomous test suites. * **The Human Role:** Human engineers have transitioned from manual coders to high-level code architects and reviewers, massively accelerating delivery times and crushing bugs before production. ### 3️⃣ Proprietary Platform 1: CostlyzrEdge (Cloud Cost Optimization) Renting server space from AWS, Azure, or Google Cloud is one of the largest line-item expenses for modern enterprises—and millions are wasted on unoptimized, idle capacity. * **What it does:** Acts as an automated AI accountant for enterprise infrastructure. * **The Value:** It continuously scans a company’s entire cloud environment, automatically powers down inactive servers, right-sizes over-provisioned nodes, and suggests optimal pricing models. * **The Bottom Line:** It cuts enterprise cloud bills by **20% to 35%** almost immediately. ### 4️⃣ Proprietary Platform 2: iDashboard (Natural Language Data Analytics) In traditional corporate setups, if management needs a specific data cross-section (e.g., *"Compare European vs. Asian luxury segment sales from last quarter"*), it requires a data analytics team days to compile spreadsheets and build a dashboard. * **What it does:** Functions as a secure, internal "Google Search" for complex corporate databases. * **The Value:** Executives can type highly specific business queries in plain, conversational English. * **The Bottom Line:** The platform instantly queries the underlying data silos, visualizes the trend with real-time charts, and generates a structured textual summary of the insights in seconds. ### 🚀 The Big Picture for Investors By building proprietary, high-margin software platforms alongside their specialized service pivot, NINtec is breaking away from the linear "headcount vs. revenue" model of traditional IT. When a small-cap player pairs zero debt and high return ratios (ROE >40%) with an operating model where intellectual property drives non-linear scaling, it changes the entire fundamental thesis. Watch this space as these platforms commercialize globally. #Investing #TechPivot #NINtecSystems #AI #CloudComputing #DataAnalytics

the crazy dreams settling and the energy bump are both right on schedule, your sleep and brain chemistry leveling back out. and that vodka call was textbook: one becomes more is exactly how it goes, you read it perfectly. day 5 with both at once is no small thing.

Textbook Of Commercial Cinema🛐👑🔥

Check out the latest article in my newsletter: Why Pathology Reports Should Not Sound Like Textbook Answers linkedin.com/pulse/why-patho… via @LinkedIn

POSTING A SHIP EDIT OF SYDCARMY AND THEN CALLING US CRAZY FOR SHIPPING THEM?? TEXTBOOK GASLIGHTING LIKE?

Gavin, this is textbook liar spin. These federal probes into your wife's nonprofit payments and your inner circle like Dana Williamson's guilty plea on fraud started over a year ago under Biden from Sacramento whistleblowers, not Trump. You're not being targeted for criticizing him. You're sweating because the scrutiny on California's homelessness billions, no bid contracts, and pandemic fraud is finally real. We have nothing to hide? Then stop the victim act and cooperate. The fishing expedition claim doesn't work when the nets already caught your people. California deserves accountability, not more deflection.

This is a feel good video! This migrant was talking stuff to the wrong Irish man! Textbook FAFO! I think I watched this three or four times.