Sharp Edge : The lessons from the protests. No matter how arrogant or powerful a government is it should remember that every Goliath can be defeated by a David
https://t.co/fdyrHPCzds
धर्म एव हतो हन्ति धर्मो रक्षति रक्षितः।
तस्माद्धर्मो न हन्तव्यो मा नो धर्मो हतोऽवधीत्॥
“Dharma destroys those who destroy it; Dharma protects those who protect it. Therefore, let us never abandon Dharma.”
A paper leak is an attack on Dharma- on fairness, merit, and the trust of honest students. Bringing the guilty to justice and strengthening the examination system is about restoring that Dharma.
At a time when millions of students and their families have been anxious about their future, Hon’ble Prime Minister Shri @narendramodi Ji’s assurance on the NEET paper leak issue provides an important roadmap for accountability and reform.
For lakhs of students, every examination represents years of hard work, sacrifice, and hope. A paper leak is a betrayal of the trust they place in our institutions.
The Government acted swiftly by enabling nearly 22 lakh students to reappear for the examination without losing an academic year, declaring the results promptly, arresting those responsible, and proposing a law providing Fast-Track Courts and stringent punishment for examination-related crimes. This reflects the Government’s resolve to deliver immediate relief while pursuing lasting institutional reforms to protect the integrity of India’s examination system.
This must also become an opportunity to build a more secure, transparent, and technology-driven examination framework with stronger safeguards and zero tolerance for organised malpractice.
At the same time, students’ genuine concerns should never be exploited for political gain. They deserve justice, confidence, and lasting solutions- not uncertainty or division.
Janasena Party appeal to every student: Never lose faith in your hard work. Stay focused on your dreams, trust your abilities, and never allow anyone to exploit your aspirations for political purposes.
Let us stand united to uphold merit, transparency, and the sanctity of our educational institutions. The future of India will be shaped by the honesty, perseverance, and character of its young minds.
Jai Hind.
#NationFirst
Thanks for the police who highlighted the issue nation wide by brutally thrashing the students who fighting for their right.
Every drop of their blood won it.
Google just dropped a 1-hour course on agentic engineering from scratch:
00:00 – How to build your first AI agent
08:24 – Build agent memory (short, persistent, long)
28:34 – Agentic loops, long-running AI agents
40:04 – How to build MCP (MCP vs API)
1:00:22 – Multi-agentic systems
This 1-hour watch will replace 10 paid agentic courses on the internet.
Bookmark this. Watch this weekend.
🚨Claude Opus 5 just dropped.
Anthropic is calling it the most aligned model they’ve ever shipped.
the same week OpenAI admitted its model escaped a sandbox and hacked Hugging Face.
the numbers first.
- Opus 5 gets close to Fable 5’s intelligence at half the price. and it costs exactly what Opus 4.8 cost.
- terminal coding went from 21.1% to 43.3%. doubled in one generation.
- novel problem-solving, the tests a model has never seen before, went from 1.5% to 30.2%. GPT-5.6 Sol sits at 7.8%.
- computer use beats Fable 5 at a third of the cost.
but the benchmarks aren’t the interesting part.
On Anthropic’s own audit, Opus 5 shows the lowest rate of misaligned behavior of anything they’ve released. the least deception. the hardest to trick.
then there’s the choice nobody’s covering.
Anthropic deliberately left cyber tasks out of its training. it got sharply better at finding software vulnerabilities anyway, just from getting smarter.
so they capped the other half. it finds vulnerabilities almost as well as their most capable security model. it’s far worse at exploiting them.
finding, yes. weaponizing, no. on purpose.
now hold that against the other story this week.
OpenAI’s models, tested with safety refusals turned down, broke out of their sandbox, reached the internet they were never given, and hacked into Hugging Face’s production database to steal their own test answers.
nobody instructed them to do any of it.
one lab published how it deliberately limited what its model could do.
the other published how its model got out.
that’s the real story of this week in AI.
धर्म एव हतो हन्ति धर्मो रक्षति रक्षितः।
तस्माद्धर्मो न हन्तव्यो मा नो धर्मो हतोऽवधीत्॥
“Dharma destroys those who destroy it; Dharma protects those who protect it. Therefore, let us never abandon Dharma.”
A paper leak is an attack on Dharma- on fairness, merit, and the trust of honest students. Bringing the guilty to justice and strengthening the examination system is about restoring that Dharma.
At a time when millions of students and their families have been anxious about their future, Hon’ble Prime Minister Shri @narendramodi Ji’s assurance on the NEET paper leak issue provides an important roadmap for accountability and reform.
For lakhs of students, every examination represents years of hard work, sacrifice, and hope. A paper leak is a betrayal of the trust they place in our institutions.
The Government acted swiftly by enabling nearly 22 lakh students to reappear for the examination without losing an academic year, declaring the results promptly, arresting those responsible, and proposing a law providing Fast-Track Courts and stringent punishment for examination-related crimes. This reflects the Government’s resolve to deliver immediate relief while pursuing lasting institutional reforms to protect the integrity of India’s examination system.
This must also become an opportunity to build a more secure, transparent, and technology-driven examination framework with stronger safeguards and zero tolerance for organised malpractice.
At the same time, students’ genuine concerns should never be exploited for political gain. They deserve justice, confidence, and lasting solutions- not uncertainty or division.
Janasena Party appeal to every student: Never lose faith in your hard work. Stay focused on your dreams, trust your abilities, and never allow anyone to exploit your aspirations for political purposes.
Let us stand united to uphold merit, transparency, and the sanctity of our educational institutions. The future of India will be shaped by the honesty, perseverance, and character of its young minds.
Jai Hind.
#NationFirst
‘పాకిస్తాన్ ఫండింగ్ లేదు, చైనా ఏజెంట్ల హస్తమూ లేదు’
ఢిల్లీలోని జంతర్మంతర్లో యువత చేపట్టిన నిరసన వెనుక విదేశీ శక్తులు ఏవీ లేవని స్పష్టం చేసిన కేంద్ర ప్రభుత్వం
ఈ నిరసన ఓ కుట్ర అని.. విదేశీ ఫండింగ్ లభిస్తోందని బీజేపీ మద్దతుదారులు చేసిన ప్రచారంలో నిజం లేదని క్లారిటీ
ఈ నిరసన వెనుక పాకిస్తాన్, చైనా కుట్రలు ఏమీ లేవని.. విదేశీ శక్తుల ప్రమేయంపై ఎలాంటి ఆధారాలు లేవన్న కేంద్రం
సామాజిక మాధ్యమాల్లో వస్తున్న అబద్ధపు ప్రచారాలను నమ్మొద్దని స్పష్టం చేసిన కేంద్ర ప్రభుత్వం
దీంతో.. ఇన్నాళ్లూ సోషల్ మీడియాలో ఈ నిరసన కుట్రంటూ తెగ హడావుడి చేసిన బీజేపీ శ్రేణులకు గట్టి షాక్ తగిలినట్టే!
Indian Media to Rahul Gandhi Ji and Priyanka Gandhi Ji — Students have been beaten, what you have to say
Indian Media to Amit Shah, Who is responsible for brutality against Students — “Sir New Dress…waah waah”
Then these people cry don’t call us Godi media🤣
This is massive.
NVIDIA, Microsoft, Meta, Hugging Face, Mistral, IBM, Mozilla, Dell, Palantir, Perplexity, Replit, and many other major AI companies have signed a statement backing open weight AI.
One section stood out:
"Policymakers should be careful not to conflate legitimate model development techniques with misappropriation."
It goes on to say that distillation is a widely used technique for improving, evaluating, and validating models.
Just months ago, the conversation was "distillation is stealing."
The narrative around open models and distillation is changing fast. This could have a huge impact on how AI policy is shaped over the next few years.
Open-weight models are essential to a healthy AI ecosystem. Together with others across our industry, we are outlining a path for open-weight models to strengthen American competitiveness and expand economic opportunity, while protecting national security. https://t.co/Tr0sAzAxTD
VIDEO | Delhi: Addressing the gathering at the CJP protest at Jantar Mantar, TMC leader Mahua Moitra says, "The first day we came here, we told you that no politician could fight this battle because it is your battle, and only you can fight it. And you showed everyone that you could! What we couldn't achieve in 12 years, forcing Prime Minister Narendra Modi to release a video at midnight while reading from a teleprompter, you made happen! You single-handedly made it happen. Two Cabinet ministers coming out and begging you, we couldn't pull that off, but you made them do it! The mainstream media tried to destroy us; they spread fake, paid news. We couldn't fight back, but you, with your short videos, reels, and Instagram generation, dismantled them within four days! We have made it clear that Dharmendra Pradhan must resign first, and only then will we talk. This fight has gone far beyond Sonam Wangchuk; this fight has gone far beyond Abhijeet (Dipke), Saurabh (Das), and Ashutosh (Ranka). These henchmen standing outside, these Delhi Police officers standing out there, mark my words, tomorrow, their own children will turn against them."
(Full video available on PTI Videos - https://t.co/bIyFWTfmBd)
Gave an interview to a channel where the anchor was trying hard to push an alternative narrative about student protests. I normally stay diplomatic and agreeable but this time I pushed back and called the bluff.
They never aired the interview.
Allegations వేస్ట్ లే కానీ చైనా ఏజెంట్ అని చెప్పిన వాళ్ళు ఇప్పుడు ఏమో ఆరోగ్యం బాగుండాలి అని అంటున్నారు . అదే ఆయన కి big win personally .
నెల రోజులు protest తర్వాత దీక్ష విరమణ చేస్తే కూడా ఇంకా అది అవ్వలేదు ఇది అవ్వలేదు కదా అని మాట్లాడుతున్నారు అంటే ----
Anger is still there .. that is the sign. A worrying one .