arvind soni

Product guy who loves human psychology

[S.Jayashankar @jaypanicker]

Before preaching about corporate transparency, consider your family's 70-year history of erecting political roadblocks to suppress the Tata Group.

• 1953: Air India forcibly nationalized by the Nehru administration despite J.R.D. Tata’s direct opposition.

• 1969–81: Tata Steel’s growth choked by draconian MRTP bureaucratic restrictions.

• 1973: New India Assurance seized and nationalized by the Indira Gandhi government.

• 1997: Tata-Singapore Airlines venture derailed by the United Front’s foreign aviation bans.

• 2005–11: VSNL land demerger delayed under the UPA, paralyzing key equity-raising efforts.

• 2008: The UPA regime’s catastrophic intelligence and security blunders left the Taj Mahal Palace Hotel completely vulnerable to the 26/11 Pakistani terrorists

• 2008–16: Nano plant forced out of Singur by chaotic TMC-Congress political agitations.

• 2012: Three Tata Teleservices licenses axed by the SC due to the UPA's spectrum misallocation.

@RahulGandhi 's Crocodile tears for headlines cannot rewrite history.

Before you speak further,this list of UPA-era corruption cases exposes your true legacy, stripping away any right you claim to lecture others on transparency.

[Liquid AI @liquidai]

Introducing 𝙻𝙵𝙼𝟹: our new generation of Liquid Foundation Models. With a new tri-hybrid architecture and new multimodal encoders, the LFM3 family is the ideal model suite for specialized intelligence.

> 6 model instances, across text, audio, vision, and omni modalities, generative and decision models.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱: text, 256k context window.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱: vision-language model with video-input support for spatial understanding
> 𝙻𝙵𝙼𝟹-𝙰𝚞𝚍𝚒𝚘-𝟸𝙱: tool calls, voice chat, reasoning in 18 languages.
> 𝙻𝙵𝙼𝟹-𝙾𝚖𝚗𝚒-𝟸𝙱: an omni model combines vision, audio, and language.
> 𝚍𝟷-𝟸𝙱 and 𝚍𝟷-𝙾𝚖𝚗𝚒-𝟸𝙱: decision models with typed outputs and calibrated probabilities in a single pass. Omni adds audio input.
> fine-tune on 1 GPU.
> a new tri-hybrid architecture
> architecture optimized for 14 processor classes across GPUs, CPUs, and NPUs.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱 is a beast. It performs competitively with Gemma 4 12B (6x larger), and Gemini 3.5 Flash Lite, and GPT-5.6 Luna, with 1.9B parameters.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱 is #1 on the Pareto frontier of device intelligence 𝚙𝚒𝚙𝚎𝚝𝚝𝚎.𝚕𝚒𝚚𝚞𝚒𝚍.𝚊𝚒

Every modality for specialized intelligence. Pick the one that fits your use case, customize it, and run it on-device.

1/ 🧵

[arvind soni @arvind_soni]

@dongxi_nlp Can you share Tan Chengyi tripartition resource?

[arvind soni @arvind_soni]

@Unnati_builds24 Or simply complete cs336 (https://t.co/a1A57pTQUP)

[arvind soni @arvind_soni]

@burkov Difficult for single harness to rule them all. Google may be playing different game of bundling services (ai studio).

[arvind soni @arvind_soni]

@GergelyOrosz Same, I avoid Airbnb in London. I instead prefer hotels as they are more convenient and cost less than Airbnb.

[arvind soni @arvind_soni]

Want to excel in life or business?

Don’t just become better at what everyone else is doing.

Make something irrelevant.

Tesla made electric cars desirable enough to challenge the traditional driving experience.

Don’t compete make the old way obsolete.

[S.Jayashankar @jaypanicker]

Spare us the lecture on “regime change is normal in a democracy.”

You know exactly what the phrase means when Prashant Bhushan and AISA’s Neha Bora use it while invoking Bangladesh’s Gen Z street movement that toppled a government outside the electoral calendar. That is not “oppose, expose and depose through elections.” That is a deliberate attempt to normalise extra-constitutional pressure, street veto and manufactured unrest.

If it is only about elections, why the hurry? Why the Bangladesh template? Why frame protests against the Election Commission as a “fight for regime change”?In a real democracy, governments change when voters decide at the ballot box, not when a handful of activists and opposition leaders decide the system is “dictatorial” the moment they keep losing. You yourself have used the phrase in purely electoral contexts before. The difference is context, and this context reeks of anarchy-shopping.

The BJP is not “apoplectic with feigned rage.” We are simply refusing to pretend that “regime change” + Bangladesh reference = routine parliamentary opposition. India is not Bangladesh. Our institutions, our voters and our Constitution will decide the next government in 2029, not street theatrics dressed up as high principle.

Do your job in Parliament and on the campaign trail. Stop trying to import instability and then gaslight the country about dictionary definitions.

[BJP @BJP4India]

दुनिया देख रही है, सुधार के नाम पर अराजकता का असली खेल!

इटली से लेकर फ्रांस तक, छात्रों के नाम पर हो रहे प्रदर्शनों का मकसद सुधार नहीं, बल्कि देश में अस्थिरता फैलाना है।

ऐसी ही कोशिश भारत में भी की जा रही है, पर दहशतगर्द भूल गए कि यह नया भारत है!
यहां पीएम मोदी का निर्णायक नेतृत्व है, जो देश की शांति और सुरक्षा से कोई समझौता नहीं करता। 🛡️

[BJP @BJP4India]

“𝐑𝐞𝐠𝐢𝐦𝐞 𝐂𝐡𝐚𝐧𝐠𝐞,” 𝐭𝐡𝐞𝐲 𝐬𝐚𝐲.

Their mask is off. The sinister agenda is now out in the open. Unable to win the trust of 140 crore Indians during elections, the INDI Alliance and its radical cabal are openly challenging the very foundations of the Indian Republic.

Their own words expose their intent.

Rahul Gandhi brazenly declares, “Our fight is against the Indian State itself.” Not against a political party. Not against a government policy. But against the Indian State itself and its constitutional machinery.

Prashant Bhushan openly calls for “regime change” and has spoken of revolution involving bloodshed, guns and the Army. This is not the language of democratic dissent or a peaceful transfer of power through elections. It raises a fundamental question: when they speak of regime change, are they talking about defeating a government at the ballot box or bringing the State to its knees through street violence?

Then comes Neha Bora, glorifying foreign turmoil with the slogan, “Lal Salaam to Bangladesh for showing the way.” This is an open romanticisation of the upheaval, violence and mob lynchings associated with Bangladesh’s political crisis, while holding up events beyond the constitutional process as a model to follow.

𝐓𝐡𝐞 𝐩𝐚𝐭𝐭𝐞𝐫𝐧 𝐢𝐬 𝐮𝐧𝐦𝐢𝐬𝐭𝐚𝐤𝐚𝐛𝐥𝐞: 𝐜𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞 𝐭𝐡𝐞 𝐒𝐭𝐚𝐭𝐞, 𝐩𝐫𝐨𝐯𝐨𝐤𝐞 𝐜𝐨𝐧𝐟𝐫𝐨𝐧𝐭𝐚𝐭𝐢𝐨𝐧 𝐰𝐢𝐭𝐡 𝐥𝐚𝐰 𝐞𝐧𝐟𝐨𝐫𝐜𝐞𝐦𝐞𝐧𝐭, 𝐚𝐧𝐝 𝐭𝐡𝐞𝐧 𝐜𝐫𝐲 “𝐨𝐩𝐩𝐫𝐞𝐬𝐬𝐢𝐨𝐧” 𝐰𝐡𝐞𝐧 𝐭𝐡𝐞 𝐩𝐨𝐥𝐢𝐜𝐞 𝐩𝐞𝐫𝐟𝐨𝐫𝐦 𝐭𝐡𝐞𝐢𝐫 𝐜𝐨𝐧𝐬𝐭𝐢𝐭𝐮𝐭𝐢𝐨𝐧𝐚𝐥 𝐝𝐮𝐭𝐲 𝐭𝐨 𝐦𝐚𝐢𝐧𝐭𝐚𝐢𝐧 𝐥𝐚𝐰 𝐚𝐧𝐝 𝐨𝐫𝐝𝐞𝐫. 𝐅𝐫𝐨𝐦 𝐬𝐭𝐫𝐞𝐞𝐭 𝐯𝐞𝐭𝐨𝐞𝐬 𝐭𝐨 𝐫𝐡𝐞𝐭𝐨𝐫𝐢𝐜 𝐚𝐛𝐨𝐮𝐭 𝐛𝐥𝐨𝐨𝐝𝐬𝐡𝐞𝐝, 𝐭𝐡𝐢𝐬 𝐩𝐨𝐥𝐢𝐭𝐢𝐜𝐬 𝐫𝐢𝐬𝐤𝐬 𝐩𝐮𝐬𝐡𝐢𝐧𝐠 𝐚 𝐫𝐢𝐬𝐢𝐧𝐠, 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐭 𝐁𝐡𝐚𝐫𝐚𝐭 𝐭𝐨𝐰𝐚𝐫𝐝𝐬 𝐢𝐧𝐬𝐭𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐚𝐧𝐝 𝐜𝐡𝐚𝐨𝐬.

But India is not Bangladesh. It is not Nepal.

India is a strong, resilient Republic, anchored in its Constitution, democratic institutions and the will of its people. And beyond law enforcement stands the greatest safeguard of all: crores of law-abiding Indians who will not allow the sanctity of our Republic, our Tricolour or our sovereignty to be undermined.

No political ambition is greater than the nation. No street mobilisation can substitute for the people’s mandate. And no call for upheaval can override the Constitution. Every attempt to undermine democratic institutions must be confronted through the rule of law, constitutional safeguards and the unwavering resolve of the Indian people.

𝐋𝐨𝐧𝐠 𝐋𝐢𝐯𝐞 𝐭𝐡𝐞 𝐈𝐧𝐝𝐢𝐚𝐧 𝐑𝐞𝐩𝐮𝐛𝐥𝐢𝐜. 🇮🇳

Jai Hind!

[PrismML @PrismML]

Today, we’re releasing Bonsai 2 2B, 4B, and 9B.

Based on Qwen3.5, these new ternary models bring stronger reasoning, visual understanding, and tool calling to compact footprints designed for everyday devices:

• 2B: 0.43GB
• 4B: 0.95GB
• 9B: 2.0GB

For this release, we focused on what makes small models useful as local assistants: following instructions, avoiding repetitive loops, calling tools on mobile devices, and giving useful answers without unnecessary output. The 9B model uses roughly 40% fewer tokens on standard instruction-following and everyday math tasks. Solving the Riemann hypothesis can wait.

These models are successors to our first-generation Bonsai 1.7B, 4B, and 8B, and provide a foundation for bringing practical agentic functionality to local applications on personal computers, phones, and wearables.

The Bonsai 2 family now includes four sizes spanning 2B to 27B parameters. Developers can choose the balance of capability, memory use, and responsiveness that fits their application and hardware.

Available today under Apache 2.0.

[arvind soni @arvind_soni]

@NewspressX 👍

[arvind soni @arvind_soni]

@alwayspriyesh Gemini ai pro is worth your money now.

[Dr. Savio Oliver Ignatius Rodrigues 🇮🇳 @PrinceArihan]

The attempt to target Narendra Modi, Amit Shah, Ajit Doval and Hindutva is part of a larger design to destabilise India. The ultimate objective is to provoke civil unrest, push the nation towards civil war and cripple the Indian economy, setting back years of economic progress.

The strategy is to weaken India’s political leadership, fracture its social fabric, create internal chaos and derail its emergence as a global economic power.

The ultimate target is India rise as Bharat. Its stability, its sovereignty and its economic future.

This is the strategic threat I have flagged to the highest levels of India’s intelligence apparatus with some strategic inputs.

[Prakash Dadlani @prakdadlani]

Repeat a lie often enough and people believe it. It’s called the illusory truth effect.

It tricks the brain into mistaking repetition for reality.

"Jailed for waving a flag" is the narrative.

Breaching a signed peace bond is the fact.

Don’t get fooled.

[DD News @DDNewslive]

American singer Mary Millben urges young Indians to raise their voices and peacefully mobilise in support of democracy and freedom.

In her post, Mary Millben alleges that US-based donors are funding individuals opposed to Prime Minister Narendra Modi and his leadership.

@Cockroachisback @MaryMillben @NarendraModi
#MaryMillben #India #IndianYouth #NarendraModi #Democracy #YouthPower

[Mary Millben @MaryMillben]

To all the beautiful young patriots in India:

This is not the time to be silent. @abhijeet_dipke and the @Cockroachisback are being funded by donors in the U.S. who are against Prime Minister @NarendraModi and your future under his leadership. Do not fear, my young patriots. Your Prime Minister, who has served India for 25 years, 12 years as Prime Minister, elected three consecutive terms, is not going to bow to disruptive forces from my country.

And these select donors have a pattern globally - target conservative global leaders, find an U.S. educated person from the country, radicalize them, send them back to the country, and fund them to start chaos and destruction. None of them have been successful but have impacted the development and governance of the country.

It is time for a new voice in #India, born, raised, educated on the soil of India, to RISE UP, organize, and peacefully protest the disruptive spirit of the Cockroach Party. There should always be a counter movement to uphold democracy and freedom.

Rise up, young patriots! Rise up!

[Mahesh Jethmalani @JethmalaniM]

A few things happened:

1. Narendra Damodardas Modi refused to compromise against anything that is remotely anti-India

2. PM Modi created a global aura for the country, which vanished under Manmohan Singh

3. FCRA BILL. Follow the money, honey. It’s loading bro 👊⏳

4. How can a once colonised nation even dream of becoming a global superpower?

5. The Lutyens brigade was losing their sheen, shine and moon

6. The Bengal defeat was a crushing blow - PAKISTAN’s ISI and money from human trafficking and drugs are now going to waste. As well as a few terrorists

7. Some foreign investors are losing long term and short term hedges

Now, if you can connect the dots…
Some of you will…

[BJP @BJP4India]

𝐓𝐇𝐄𝐘 𝐎𝐏𝐏𝐎𝐒𝐄. 𝐖𝐄 𝐃𝐄𝐋𝐈𝐕𝐄𝐑. 🛑 ➡️ ✅

Congress has a history of putting the brakes on India's development, but we don't stop for anyone.

We did it before, and we will do it again!