Priya🇮🇳

Digital Transformation & Automation Expert! Travel photography @priyatravelogue on IG.
Tweets r mine!

[VEDANT @VEDANTSHRIV17]

I am a CBSE Class 12 student.

After receiving unexpectedly low marks in Physics, we applied for photocopies of my answer sheets through the CBSE reevaluation process.

Today we received the copies.

And I am shattered because the Physics answer sheet uploaded by CBSE is not mine

[shishir @shishir_jha]

Intersting. How many workers of @samajwadiparty even know what is #NEET ?
&, How many even know the answer to the most basic Q in Physics - what is dimension ?

#funnyIndia

[NDTV @ndtv]

#BREAKING | MDMK demands Education Minister's resignation amid NEET paper leak row

NDTV's @anushkagarg2000 reports

[Sudha Shenoy @sudhaShenoy1]

@NTA_Exams What's the guarantee that @NTA_Exams insiders won't sell papers this time?
Who is taking accountability for conducting a fair exam?
Should we not involve the defence and high level security forces to keep a watch on those handling the papers?
@PMOIndia @dpradhanbjp @JPNadda

[Dr.Dhruv Chauhan @DrDhruvchauhan]

The NEET UG has been cancelled !

The cost of conducting this exam Nationwide is approx 1000 crore + which means this is the amount of money wasted to re conduct it .

The nation wants the govt to answer what they have learnt from 2024 NEET UG exam leak ? If they can provide security to an entire state for conducting elections why can’t they do it for conducting an Exam that is linked to the future of entire Nation ?

In this entire failure of conducting exam properly the loss is not of the govt but of those 23 lakh families and specially the honest Aspirants who scored marks and studied day night for it .
Will they compensate their mental harassment that their families have gone through ?
You can not escape without taking responsibility @EduMinOfIndia @dpradhanbjp @JPNadda

[Priya🇮🇳 @talk2_priya]

@jspujji Onboard

[Anuradha Tiwari @talk2anuradha]

Not even a single Indian university is in top 100 global rankings.

Instead of fixing the quality, there is an insane obsession with caste of teachers.

Education has been reduced to a circus !

[Dr. Dhananjay Singh Tomar @DstDhananjay]

Thank you India 🇮🇳
Thank you Uttarakhand.
You deserve better.

UTTARAKHAND PERMANENT MEDICAL OFFICER RESULT.

Cut off out of 100 :
General 60
SC 35
ST 52
OBC 51.

My Score 53.

But with 53 marks, I lost the permanent government Medical Officer job in Uttarakhand just because I am General category.

I got
95% in 10th CBSE,
95.4% in 12th CBSE~PCMB.

I cracked IIT, NEET UG, NEET PG, Indian Navy, many science olympiads and was a state level volleyball player.

Now I am doing MD in Critical Care and Anesthesia from a government college, even after fighting 65% reservation all my life.

My SC, ST, OBC friends who have cars, 100 bigha land and big rich houses got the permanent job with only half my marks. I am from a middle class family and still cannot buy a car or live a good life.

India and Uttarakhand, you kicked out a hardworking doctor like me and gave the job to less deserving people only because of caste. You don’t deserve good doctors.

I will now be working in big corporate hospitals like Medanta, Apollo and Fortis with good salary and probably enjoy a luxurious life after My PG gets over in 3 years.

But you people will keep dying like cockroaches in dirty government hospitals. You will be treated like animals with no proper care. No doctors, no protocols, only suffering.

You never fought against reservation. Now you will pay the price with your own lives and your family’s lives.

This is not justice. This is pure murder of merit. You chose caste over talent. Enjoy the results.

[Atul Kumar Mishra @TheAtulMishra]

I've always considered Ranveer Singh an extremely overrated and subpar actor. The only movie of his that I genuinely liked was Lootera , and that, I suspected, had more to do with Vikramaditya Motwane than the man himself. I was perpetually baffled at how the world fell over itself praising his performances in forgettable spectacles like Bajirao Mastani, Ram Leela, and the oh-so-terrible Padmavat.

Somehow, and I'm no expert, I have never been a fan of verbose acting. I firmly believe verbose acting is the acting of the most basic kind. It's the dialogue that's doing the heavy lifting; the actor is merely a vessel. And Ranveer Singh was the undisputed king of this school. Loud dialogues delivered even louder, "Yahi naa Nizam ji…"; "Allah Ke Banai Har Nayab Cheez Par…" The sheer decibels were exhausting.

Acting, again in my humble opinion, should live in the margins, in mannerisms, in internality, in expressions, in eyes, in the sudden tilt of a head, in the quiet storm behind a face. Dialogues don't carry great actors; great actors carry dialogues. So, I was firmly convinced that Ranveer Singh was a non-actor universally coronated as a great one, because these, unfortunately, are the times of mediocrity.

And then there was his clownish behaviour offscreen, the bizarre dressing, the wild expressions, and that perennial trying-to-please-everyone laugh cemented onto his face like a mask he couldn't remove. Worse, he seemed incapable of leaving that circus at the door. It bled into his performances, raw and unfiltered , as is painfully visible in Ram Leela, Simmba, and Rocky Aur Rani Kii Prem Kahaani.

So here I was, a man with a settled verdict: Ranveer Singh is a horrible actor. Case closed.

This was until #Dhurandhar.

I am now eating every last one of my words, and they do not taste good. Because it turns out my eyes had never truly seen the actor. #RanveerSingh isn't just good, he is a powerhouse, a revelation, perhaps the greatest mainstream actor of his generation. Yes, miles ahead of Ranbir Kapoor. One can easily refute my sudden conversion by pointing out that it's the director who truly makes actors act. I will humbly concede. But then, look at #SanjayDutt in the same film. He was playing himself across both instalments , Chaudhary Aslam, nothing more than a loud caricature of his own off-screen personality. The director cannot conjure what isn't there. So, the credit must go to Ranveer Singh.

Ranveer as Hamza Ali Mazari in Dharanidhar, Part 1 is cold, calculating, cunning, and lethal. He operates in the shadows. He barely speaks; his eyes carry the full weight of the character. And when he does speak, it is never high-decibel, never performative. His dialogues, barring the quietly devastating "Ghayal, Ghatak", are almost forgettable, and yet the character is impossible to shake. It reminded me of Al Pacino's Michael Corleone, a man of few clapworthy lines, but whose presence alone is arguably the single greatest achievement in cinematic history.

In #Dhurandhar2, Ranveer Singh is a force of nature. Hamza Ali Mazari is still clever, but now he is unhinged, the leash is off. And as Jaskirat Singh Rangi, Ranveer peels back every layer: broken, vulnerable, achingly gullible. You feel the wound. And when Jaskirat finds his outlet through Hamza, you don't just understand his rage, you share it.

#AdityaDhar has done something extraordinary with this film. He has not merely directed Ranveer Singh; he has liberated him. The old Ranveer was a man straining to fit into a shape that was never his. This, this cold fire, this controlled devastation, is what he truly is. And perhaps Ranveer knows it too. That's why he wiped his Instagram clean, leaving nothing behind except Dhurandhar. No clown. No costume. Just the work.

He knows he has arrived.

And now, his reign begins.

[Priya🇮🇳 @talk2_priya]

@PrajwalTomar_ System

[Priya🇮🇳 @talk2_priya]

@aastha_mhaske API

[Neo Kim @systemdesignone]

System Design Playbook:

Giveaway Alert!!

• System design fundamentals.
• Condensed notes to read before the system design interview.
• Must know concepts from real-world software engineering case studies.

(24 hours only!)

To get it:

1. Like, Retweet & Follow @systemdesignone
2. Reply "Playbook"

Then I'll DM you the details.

[Carl Vellotti 🥞 @carlvellotti]

Every PM should be using Claude Code.

So I built a HUGE course for you to learn Claude Code... IN Claude Code!
🔹 Complete guide
🔹 Make PRDs, analyze data, create decks

Soon, I'll sell it for $149.
For the next 24h: FREE!

Follow + RT + comment "CC" & I'll DM it.

[Weaviate AI Database @weaviate_io]

Your RAG system is probably broken.

Here's how to fix it in 2025.

(𝗔𝗹𝗺𝗼𝘀𝘁!) 𝗘𝘃𝗲𝗿𝘆 𝗔𝗜 𝘁𝗲𝗮𝗺 𝗵𝗮𝘀 𝘁𝗵𝗲 𝘀𝗮𝗺𝗲 𝗽𝗿𝗼𝗯𝗹𝗲𝗺: their RAG retrieves irrelevant chunks, hallucinates answers, and performs worse than expected.

Here’s how to fix it:
𝗦𝘁𝗼𝗽 𝘁𝗵𝗶𝗻𝗸𝗶𝗻𝗴 𝗿𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹, 𝘀𝘁𝗮𝗿𝘁 𝘁𝗵𝗶𝗻𝗸𝗶𝗻𝗴 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲.

These RAG patterns are dominating production systems:

• Naive RAG - https://t.co/Y9tiWPrxKo

• Agentic RAG - https://t.co/7HiZtHqjie

• Advanced RAG - https://t.co/hTqkDV8cGX

• Multimodal RAG - https://t.co/EPBHqbULub

• Graph RAG - https://t.co/rHgunUumdX

• Retrieve-and-rerank - https://t.co/BDidkwwI8e

𝗧𝗵𝗲 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗰𝗿𝘂𝘀𝗵𝗶𝗻𝗴 𝗶𝘁 𝘄𝗶𝘁𝗵 𝗥𝗔𝗚?

They're orchestrating these patterns, not just chunking documents.

Master your architecture with these FREE ebooks:

📌 Advanced RAG Ebook: https://t.co/nmdhvNrt8S
📌 Agentic Architectures Ebook: https://t.co/xE9YjRDjtB

Start here: Pick ONE pattern that solves your biggest retrieval pain point. Don't try to implement everything at once.

[Zoho CRM @ZohoCRM]

Born in India and a global sensation. Thank you for all the love and support! 💙

Here's to making a world-class CRM for businesses right from our own country. 🇮🇳

[Victoria Slocum @victorialslocum]

What really happens when you add an object to a vector database?

It looks like a single API call, but behind the scenes, there's way more complexity than you might think.

When you insert an object, four processes happen 𝗶𝗻 𝗽𝗮𝗿𝗮𝗹𝗹𝗲𝗹:

𝗣𝗿𝗼𝗽𝗲𝗿𝘁𝘆 𝗜𝗻𝗱𝗲𝘅𝗶𝗻𝗴: All your object properties get indexed for fast filtering and keyword searches

𝗩𝗲𝗰𝘁𝗼𝗿 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: If you haven't provided vectors, external models (Cohere, OpenAI, JinaAI, etc.) generate embeddings from your data

𝗩𝗲𝗰𝘁𝗼𝗿 𝗜𝗻𝗱𝗲𝘅𝗶𝗻𝗴: Those vectors get organized into specialized data structures (like HNSW) for efficient similarity search

𝗢𝗯𝗷𝗲𝗰𝘁 𝗦𝘁𝗼𝗿𝗮𝗴𝗲: The complete object plus its vector representation gets stored for retrieval

Each of these processes has its own processing times and I/O latencies. Vector indexing alone involves organizing embeddings so data can be retrieved efficiently, while embedding generation might require external API calls that add network latency.

Understanding the process behind vector databases means you can be better at optimizing the performance of your own. If your embedding model is slow, that becomes your bottleneck. If your vector index isn't configured properly, searches suffer. If property indexing is overwhelmed, filtering becomes an issue. Its all about knowing enough to find and properly diagnose the issue!

BTW if you ever run into any issues that you’re having trouble solving on your own, we have free office hour Q&A sessions every week: https://t.co/YtwuNHIO0P

[Mitopapi 🧬🕊️ @Mitopapi]

To wrap it all up, let me paint you a picture.

Your ancestors woke with the sun, worked outside, ate organ meats, never saw a blue light after dark, and were not exposed to nnEMFs. Their melanin production was firing on all cylinders.

You? You wake up to an iPhone alarm, eat cereal in LED light, sit under fluorescents for 8 hours, take 75mg of zinc because some influencer said to, then scroll TikTok until 2 am, wondering why you feel like garbage.

[Gaurav Pradhan 🇮🇳 @OfficeOfDGP]

I know this is not possible due to political interest and money making

But one reform I would always like to have is

Hand over cities management to professionals to manage and be accountable

90% problem solved

I know it is impossible as of today

[Susanta Nanda IFS (Retd) @susantananda3]

Powers in tigers stride, pride in peacocks walk….

National animal & National bird,together in harmony carry the spirit of India 🇮🇳
Cherish & pledge to protect the wild heart of India on Independence Day.

[Sonali @Sonalkapa]

@ShefVaidya I would have understood it if congress had done this.
They would love to ignore Savarkar & award a mozlim.
But why did @BJP4India do this?
Ignoring @RandeepHooda ‘s brilliant performance for SRK’s mediocre show?
Inexplicable and inexcusable.
#NationalFilmAwards