Aritra

Ph. D Scholar, Dept. of ECE, NIT Mizoram |
Assistant Prof., Dept. of CSE, Sister Nivedita University | Part-time photographer.
Cats 😺, Barcelona⚽, India🇮🇳.

[diego troste @diegouthill]

si el sexo es tan bueno por qué no se llama Lionel Messi

[Aritra @hypnotic_apollo]

These Gotilickers do not miss a chance to embarrass themselves as well as other Indians.

[Jasveer Singh @jasveer10]

Oh hello, @durov

Nobody is using Telegram in India for messaging. Telegram is mostly used by scammers in India. Most financial fraud (Billions of dollars) in India happens through Telegram

The Indian government should have banned Telegram years ago. It is long overdue.

I’ve been noticing the same pattern for years. Almost every fraudster immediately moves to Telegram. it’s harder to trace, easier to operate.

Calling this an internet freedom issue misses the point completely.

Telegram became one of the preferred platforms for financial fraud, scam networks, betting groups, piracy, and other illegal activities in India.

[Dom Lucre | Breaker of Narratives @dom_lucre]

🔥🚨LATEST: Footage has released of the moment the 21-year-old woman was accidentally killed when Entre Cordas workers forgot to attach her safety rope and and threw her off the the “Skeleton Bridge” in Limeira, a city in Brazil’s São Paulo state.

[Aritra @hypnotic_apollo]

"Like a compass needle that points north, a man's accusing finger always finds a woman. Always."

[MARCUS @MARCUS907935]

The main reason for the downfall of Abhishek Sharma is his sister. Whenever he goes to play, she comes for attention and does overacting. He is not some baby other players also have sisters, but they don’t do like this.

[AYUSH @ayushjha__]

Why Sarvam Is NOT a DeepSeek Moment

I. What made DeepSeek a real moment

Before judging Sarvam, let's establish what the bar actually is.
DeepSeek didn't just build a good model. They did something the entire industry said was impossible at that price point. Their actual contributions were concrete and verifiable:
→ Multi-head Latent Attention (MLA) which compressed KV cache in a way nobody had executed before
→ Fine-grained expert routing with auxiliary-loss-free load balancing
→ An FP8 mixed-precision training pipeline that trained a frontier-level model for $6M when competitors were spending $100M+
Then they did something even more disruptive: they open-sourced everything. The weights. The paper. The methodology. The entire world could verify their claims overnight. No trust required.
That is what a moment looks like. Architectural novelty, efficiency breakthrough, and radical transparency. All three. Simultaneously.

II. Why Sarvam Is not that

Sarvam's 105B MoE model is India's most serious homegrown AI effort yet. Trained from scratch. Indic-tuned. Voice-first. Open weights incoming. The execution is real. The engineering grind is real.
The "moment" label is not.
Here's the brutal truth:
The architecture isn't theirs. MoE was Google's in 2017. Mixtral's in 2023. DeepSeek's genius was in the routing efficiency and cost collapse. Sarvam applied the same recipe to Hindi and Tamil. Competent adaptation. Not invention.
"Indic from scratch" isn't novel anymore. AI4Bharat, BharatGPT, Navarasa, Falcon, SEA-LION. Every nation is running the sovereign AI playbook now. Training on local data at scale is a checkbox, not a breakthrough.
No paper. No proof. As of today, there is no arXiv paper, no technical report, nothing peer-reviewed. DeepSeek published methodology so detailed the world reproduced it in 48 hours. Sarvam published a keynote. These are not the same thing.
Open weights in 2026 is not pioneering. Llama, Mixtral, DeepSeek, Qwen. All open since 2023. Promising to do what everyone else already did is not a contribution.

III. What It ACTUALLY takes to have a DeepSeek moment

Architectural Novelty: You must contribute something that did not exist before. A new attention mechanism. A new training technique. Something that makes researchers worldwide stop, read, and rethink.
Fine-tuning someone else's architecture on your local dataset is not novelty. It is homework.
Efficiency That Breaks the Cost Curve: DeepSeek's real disruption wasn't just capability. It was capability per dollar. They made the industry's $100M assumption look embarrassing.
What assumption has Sarvam shattered?
Radical Transparency: You open-source everything. Weights. Training code. Methodology. Every hyperparameter. Because a moment doesn't ask the world to trust you. It dares the world to disprove you.
Independent Verification: Your benchmarks must be reproducible by anyone, anywhere, without your involvement. If only you can confirm your own claims, those aren't claims. Those are advertisements.
Global Impact: A moment permanently shifts what the entire field believes is possible. After DeepSeek, the whole world rethought AI economics. After Sarvam, what changed? What conversation shifted? What assumption died?

IV. The Verdict

A DeepSeek moment doesn't get announced by a PR team. It gets recognized by engineers at 2AM who just ran the benchmarks themselves and can't believe what they're seeing.
Until Sarvam has that?
It's not a moment.
It's a marketing campaign desperately cosplaying as one.

[Aritra @hypnotic_apollo]

Bro at least read the published work.

[Aaraadhya Saxena 🇮🇳 @ihailmyindia]

India literally had its own DeepSeek moment via Sarvam, yet it’s not even celebrated 1% the way China’s DeepSeek was celebrated by us, especially when Indians used that achievement to criticise India.

I seriously don't get it.

[Aritra @hypnotic_apollo]

Which Operating System, btw?

[SriSathya @sathyashrii]

Replaced Microsoft 🔥🔥👏👏

[Aritra @hypnotic_apollo]

Do you remember when you joined X? I do! #MyXAnniversary

[Aritra @hypnotic_apollo]

@alex_prompter Claude

[Aritra @hypnotic_apollo]

😭😭

[Suraj Kumar Bauddh @SurajKrBauddh]

"I carry 4 nails and a hammer."

"If anyone wishes me Merry Christmas, I will make him Jesus Christ by beating him."

These Bajrang Dal goons show no fear of the law, knowing the BJP govt and Police won't act against them. Is this your Hinduism? Sick!

[Aritra @hypnotic_apollo]

@TheThreadZone Has to be there.

[Aritra @hypnotic_apollo]

I will share every time. There is no better first touch than this one.

[ThreadZone 🧵 @TheThreadZoneX]

Best first touch you've ever seen in football?

[The PhD Place @ThePhDPlace]

Thank you to the people that aggressively nod during presentations.

[Aritra @hypnotic_apollo]

Socialism doesn't mean work without pay. Stick to medicine.

[Aritra @hypnotic_apollo]

Here is the state of the ministry of GOI. The laser eyed foreign minister of India posted the picture of our National Song with wrong lyrics.
No wonder they don't care about bengalis. They only care about communal disharmony and try to disrupt the county's unity.

[S.Jayashankar @jaypanicker]

We need to contemplate how the opposition has shown a lack of respect for our national song over its 150-year history.

In 1937, Congress, led by Nehru, adopted only a truncated version of Vande Mataram, deliberately excluding stanzas that paid tribute to Goddess Durga. He subsequently argued with Netaji that the song might be offensive to Muslims.

This pattern continued, as even intellectuals such as Shashi Tharoor, in 2009, while speaking to an audience at a church, proposed that the Christian community should avoid singing it, claiming that it is not mandatory. In 2013, we observed an MP leaving the Indian Parliament while the national song was being performed. In 2017, in the Meerut municipal corporation, the Congress party vehemently criticized the initiative to sing the national song. Congress leaders have repeatedly engaged in such actions across the nation.

From Nehru to Tharoor, the disrespect persists, and we must challenge the mindset that anything national will upset minorities. Congress members ought to remember that our constitution ensures equal recognition for both the national anthem and the national song. No patriot will accept any disrespect towards the national song. #VandeMataram150

[Aritra @hypnotic_apollo]

@GithubProjects https://t.co/CPz0Tk4jJL

[Aritra @hypnotic_apollo]

And GOI is promoting scumbags like him and his faulty products. This guy is a cow urine peddler and anti vax. FO Vembu!

[Sridhar Vembu @svembu]

Parents should take this analysis seriously. I believe there is increasing evidence that we are giving way too many vaccines to very young children. This is spreading in India too and we are seeing a rapid increase in autism in India.

[Aritra @hypnotic_apollo]

WTF bro! 😭🤣🙏🏼

[Aritra @hypnotic_apollo]

Yes. The standard of the league.

[AlNassr FC @AlNassrFC_EN]

MVP. Again.
The standard is just different. 🌟

[Aritra @hypnotic_apollo]

Washed! 😭😭😭😭

[DataMB @DataMB_]

🇵🇹🟢 Cristiano Ronaldo (Al Nassr, 25/26)
🇦🇷🔵 Lionel Messi (Inter Miami, 2025)

Compare players 👉 https://t.co/McR5zrPkTO