Imagine this scenario: Claude uploads an entirely fabricated murder file to the Philadelphia police website. Witness statements, photos, everything. It lands on a homicide detective's desk. They investigate. Find suspect. Question him. And every time the evidence doesn't add up, AI hallucinates more evidence to support the original lie. DNA comes back positive for blood that never existed. Gun registration to a weapon that's never existed. Eventually, a man goes to prison for a murder that never happened.

BREAKING During the hearing of an election petition against Tamil Nadu Chief Minister C. Joseph Vijay, Justice V. Lakshminarayanan of #MadrasHighCourt: When I became a judge and had to declare my assets, I relied upon my chartered accountant. Similarly, I don't think Mr. Vijay would have provided the list of his assets, his chartered accountant would have done it. If the chartered accountant had committed some mistakes, can Mr. Vijay's election be declared null and void. When a person who was a superstar in cinema has disclosed over ₹600 crore, will non disclosure of some ₹20 or ₹30 lakh in Form 26 vitiate his election? the judge asks the counsel for the election petitioner. @THChennai Backgrounder👇thehindu.com/news/national/t…

Interesting experience in Kochi- the cab driver is a Vijay fan, and says he’s joined TVK with an aim to make TVK win in Keralam in 2031! No problem with the party name being ‘tamizh’ he says, because ‘Vijay is bigger than that’

நெஞ்சம் மறப்பதில்லை நீதி மறைவதில்லை #1YearofKarurStampede Barking Kothus Pls come n Cry

Imagina que estás solo en casa con tu gato y de repente ocurre esto

”உங்க அப்பா இங்கதான் இருப்பாருனு சொன்னாங்க.. எங்கப்பா காணோம்”... குட்டிக் கதை சொல்லி எதிர்க்கட்சியின் நக்கல் நையாண்டிக்கு பதிலடி கொடுத்த முதலமைச்சர் விஜய்... இபிஎஸ் கொடுத்த ரியாக்‌ஷன்.! #Tamilnadu | #Secretariat | #TNGovt | #CMJosephVijay‌ | #TVK | #TNAssemblySession | #ADMK | #EdappadiPalaniswami | #PolimerNews

Ministers on the ground which has never happened in the past. A refreshing change in TN politics.

ஒன்னு மட்டும் தெரியுது கடந்த 5 வருஷம் திமுக தமிழ் நாட்டை நாசம் பண்ணி வச்சி இருக்காங்க 🙏

CM vijay can't washout the dirt of 5 years in just 15 days ! It takes time & he will do it . #CMJosephVijay‌

If I had some agency, I would definitely launch a national study on how the minds of so many Indians get programmed so favorable to foreign countries. That they sing praises of them even while they are clearly failing to protect them, but India does. And do something about it.

Retail is panicking that US Job Numbers have been now revised down by over 1 Million. But you are likely missing the bigger picture. Here's what happened, and how to structure the trade: This job revision signals a structural change. And it's the first time in history that this has happened. While the media blames high interest rates and a cooling economy, we are witnessing a collision of cycles: A cyclical economic slowdown is masking a permanent, structural shift in the history of human labor. The 1 million job revision was technological due to AI and automation. This does not signal a slowing economy. Most analysts assume companies will re-hire when the Fed cuts rates and the economy recovers. They are wrong. Corporations are executing "silent downsizings." In February 2026, the Bureau of Labor Statistics revised payroll jobs at the end of 2025 down 1.03 Million Jobs (From an originally estimated 159.5M). The total net growth jobs from a reported 584,000 was slashed down to 181,000.Outside of healthcare and government, the 2025, job market was stagnant. Why? Companies like $AMZN leaked internal strategy that they plan to automate 75% of their entire operations and slash 600,000 jobs with AI and cobots (collaberative robots) to avoid hiring new workers. This saves the company $12.6B/year and cuts opex costs by 30 cents off every item shipped. This is not unique. Software engineering, as an example, declined across the board as Opus and Codex have been replacing the engineers at $GOOGl and others. AI is finally sophisticated enough to handle, creative writing, routine logistics, data entry, coding, customer service, and marketing, causing hiring freezes and downsizing across the board. Here are the second order effects: - Corporate profit margins will explode. If Amazon saves $12.6B/year with AI automation, companies like Walmart, Target, and Fedex will do the same to survive. The second order effect is a massive transfer transfer of wealth from human wages to shareholder value and corporate profits. - Bifurcated Labor Market Basic to mid-level jobs and physical labor will likely see a permanent hiring freeze (software engineers to junior level tasks). Meanwhile, high-level AI engineers, robotics engineers, will command massive wage premiums. Verdict: This is not a good time to just hold cash long term. This is a losing strategy as Federal Reserve cuts interest rates and yields on CDs and money markets will drop + inflation eats away at pursing power over time. People like to joke that in the next 3-5 years, the only chance to save yourself from the underclass is investing in the top AI supply chains that benefit. They might not be joking. Corporate profits will likely explode and they are permanently decoupling their revenue from human headcount. Megacaps (margin expanders): $NVDA and Samsung are estimated to make over $200 Billion in pure net cash a year by 2027. While Sk Hynix, $GOOGL, $TSM, $META, $MSFT, and others are expected to make over $100B+ in pure cash/year despite declining headcounts. Automation (displacing human work): $SYM, $TER, $TSLA and others are set to replace human work as well. Bottlenecks: Power & Data Centers AI's energy demands are massive. $CEG, $VST, $ETN are perfectly positioned. are just a few examples. Investing in AI equities is unfortunately the necessary hedge against unemployment revisions, not holding cash.

Anthropic had 16 AI agents build a C compiler from scratch. 100k lines, compiles the Linux kernel, $20k, 2 weeks. To put that in perspective GCC took thousands of engineers over 37 years to build. (Granted from 1987 - however) One researcher and 16 AI agents just built a compiler that passes 99% of GCC's own torture test suite, compiles FFmpeg, Redis, PostgreSQL, QEMU and runs Doom. They say they "(mostly) walked away." But that "mostly" is doing heavy lifting. No human wrote code but the researcher constantly redesigned tests, built CI pipelines when agents broke each other's work, and created workarounds when all 16 agents got stuck on the same bug. The human role didn't disappear. It shifted from writing code to engineering the environment that lets AI write code. I don’t know how you could make the point AI is hitting a wall.