Prasad

[Lunar @LunarResearcher]

Google just released a free 2-hour course on full Graph Engineering.

How to go from one prompt to 100 agents running inside one graph:

17:44 - Build your first AI agent
39:30 - Run agents with loop engineering
1:12:38 - Turn agent loops into graphs
1:34:26 - Build agents that throttle themselves
1:55:05 - Orchestrate the full multi-agent system

Most people build one agent and stop there.

Google is teaching the full stack:

Prompt → Agents → Loops → Graphs → Multi-Agent Systems

Single agents are the old workflow.

Self-regulating agent graphs are the new one.

This 2-hour watch is worth more than most paid agent engineering courses.

Bookmark and watch it today

Then read the full architecture below ↓

[Prasad @email_kprasad]

@india_plus_ Population

[Sarvam @SarvamAI]

Presenting Bulbul V4

Our Text-to-speech model with richer emotion, natural expression and greater vocal range.

Give it a listen:

[Abhinandan Mishra @mishra_abhi]

Many are celebrating the kind of abuse a 75-year-old man, who sits on the chair of the Prime Minister of India, faced at the hands of the protesters. They are calling it an example of his "aura" being damaged. It is much more than that. It shows how degraded a section of the young generation that gathered at the protest site has become, and how comfortably they could hurl abuse without any regret or shame. It also raises questions about how parenting and schooling have failed them. This aspect of the protests should neither be brushed aside nor celebrated.

[Dr. Lavanya Vemsani Ph.D. @ProfVemsani]

There you go! Here it is on Amazon: the kindle and paperback versions are reasonably priced- https://t.co/EQSigc4J90

[Swarajya @SwarajyaMag]

Strip an industrial robot to its bones and you find seven technologies.

India has most of them in hand — the castings, the controller, the software. The one it lacks is a strange gear called the harmonic drive, which lets the arm bend with perfect repeatability, and which a handful of makers — mostly Japanese — supply to the entire planet. That single gap keeps the whole machine imported.

IndiaBUILD, a new Swarajya project, exists to map exactly these gaps — all of them.

WHAT IT IS
A living wiki of the hard technology India imports but could build. 18 sectors. 2,500+ capabilities mapped. 4,000+ sourced claims — growing daily. Every capability graded on an honest six-step ladder, from none to competitive — and built-under-licence sits on a lower rung than owned-design. Every claim tied to a checked source: AI-researched, machine-verified, human-published.

HOW IT THINKS
Products sit on trees of capabilities — a robot arm on seven, a jet on hundreds. Dependencies are drawn as edges: master one part and you unlock many machines (one precision ballscrew feeds CNC tools, robots and chip fabs alike). Builders are tracked with their claimed stage and our assessed stage, side by side. Statuses carry dates, so the map records movement.

ALREADY ON THE MAP
Why every MRI in India runs on 100% imported liquid helium. The three materials that decide chip sovereignty — polishing slurry, substrate film, photoresist — none made here. The Ukrainian plant that supplied Indian train wheels, until the war stopped it in 2022. The solar chain: modules assembled at world scale, every wafer beneath them imported.

You cannot build what you have not named. The map names 2,500. Each name has a page, and each page shows its sources.

Explore the most detailed public map of India's technology gaps ever assembled — https://t.co/HRwsnam7zK

[Sreenath Patnam @snpatnam]

@GabbbarSingh Monetization gone means rage bait gone. Overnight, 90% of the nonsense on the timeline disappears and people might actually start posting things of real value again.

[Jijith Nadumuri Ravi @Jijith_NR]

The Asuras are not demons in the Ṛgveda,

They are the Anu. The Anavas.

And once you see this, the entire Indo-European story realigns.

In the Ṛgveda, the great civilizational divide is not “good vs evil”.

It is Anu vs Puru.

The Devas are the ancestral gods of the Puru / Pauravas.

They are the Ādityas, sons of Aditi, the mother of the gods, working under Tvāṣṭar, the divine architect.

Tvāṣṭar is not a marginal figure.

In the Ṛgveda he appears repeatedly as father-in-law to major god's wives, linking lineages.

He is the god of craft, metallurgy, design, and construction, the civilizational signature of the Harappan–Sarasvatī–Sindhu world of North-West India.

On the other side stand the Anu / Anava.

The Ṛgveda describes them with remarkable precision:

Anindra – those who reject Indra
Avrata – those who do not follow Vedic ritual norms
Vadhri-vācāḥ – those who speak different dialects

Not barbarians.

Linguistic cousins.

Proto-Avestan and other early Indo-European speech forms.

This is why the Anavas are consistently hostile to Indra because Indra is the tribal god of the Purus.

Now pause here.

The Anu are not a minor Vedic clan.

👉 Anu is the supreme god of the Sumerians.

That is not coincidence.

From the Anavas emerge two great branches remembered in Itihāsa-Purāṇas:

Daityas
Dānavas

The Daityas correspond to proto-Iranians.

Their sacred river is named Daityā in the Avestan text Vendidad —identified with the Jhelum.

The Dānavas correspond to proto-Greeks, Albanians, and wider Europeans.

Their sacred river is Danu, preserved as Danube, Don, Dnieper, and more.

Even Greek memory is explicit.

The heroes of the Iliad and Odyssey trace themselves to the Danaans.

And Ireland?

The Irish gods trace their divine ancestry to Danu, their great grandmother goddess.

Now return to the Ṛgveda.

Here, Dānu does not mean a demon queen.

It means dew, ice, flowing waters, rivers born from Himalayan glaciers.

Sapta Dānu = Seven Rivers = Sapta Sindhu.

Only later, in the Itihāsa-Purāṇas, do we see a theological reshuffle:

Aditi, Diti, and Danu are turned into wives of Kaśyapa Prajāpati.

But Kaśyapa is a Late Ṛgvedic figure, prominent mainly in the Late Ṛgveda, associated with Kashmir-region Ṛṣis.

The very concept of Prajāpati itself emerges only in the 10th Maṇḍala.

In effect: 👉 The cosmic role of Ṛgvedic Tvāṣṭar is retro-assigned to Kaśyapa.

👉 Older civilizational memory is reorganised into later genealogy.

So what we are seeing is not mythology, but layered historical memory:

Puru vs Anu

Indra-worshippers vs Indra-rejecters

Indo-Gangetic ritual core vs outward-moving Indo-European branches

Read literally, you get demons and gods.

Read historically, you get the Indo-European split preserved inside the Ṛgveda.

If this perspective is new to you, say YES in the comments.

If you want a deep dive into Anu > Danu > Daityas & Dānavas, react 🔥

If this reframes Indo-European history for you, share & retweet.

More threads coming, if people want them.

[Ihtesham Ali @ihteshamali]

Palantir sells governments a war room that costs millions a year.

So, a guy named Elie just rebuilt it, put it on GitHub, and gave it away.

It's called World Monitor.

Open it and you get a live 3D globe with 500+ news feeds pouring in across 15 categories, all summarized by AI as they land.

> Military movements.
> Economic shocks.
> Natural disasters.
> Cyber incidents.
> Flight paths.
> Shipping lanes.

+ 56 different map layers you can stack on top of each other.

It scores 31 countries on a stress index and updates the number as things happen.

It watches 29 stock exchanges, commodities, and crypto in one panel.

It runs local AI through Ollama, so you can use the whole thing without a single API key.

Native desktop app for Windows, macOS, and Linux. 25 languages. Works out of the box after one clone.

[NXT EU @NXT4EU]

Germany has launched one of the world's best open-source AI models.

Soofi S, made by the Soofi consortium, is a 30B parameter model fully trained in Europe and tops the ranking for open-source AI.

Huge moment for Europe, and finally some competition for Chinese open-source AI.

[Twinkle @veda_padma]

With the blessings of Ganesh ji, starting a very important module today. May he bless me with vidya and vaak phalitam 🙏
Pic credits: respective owner. Copied from a twitter handle sometime back

[Prakash Dadlani @prakdadlani]

If a salaried person wants to build a software application or digital services agency, the entry barrier is virtually zero.

They just need a laptop and an internet connection.

But if the same person wants to start manufacturing...

They need:
• Land
• Factory space
• Expensive machinery
• 6-12 months of approvals
• Huge upfront capital

My suggestion to the Government of India:

Build Manufacturing Parks for first-time entrepreneurs.

Instead of selling 10-acre plots, create buildings with 500-1,000 sq. ft. ready-to-use factory units.

Every unit should come with:
• 3-phase electricity already connected
• Pollution & fire approvals already cleared
• Shared CNC machines, injection moulding, testing labs & warehouses
• Common logistics and loading docks
• Month-to-month rentals instead of land purchases
• Single online portal to book a unit within 7 days

Let engineers keep their jobs while testing manufacturing on a small scale.

We built co-working spaces for software.

It's time we built co-factories for manufacturing.
@PMOIndia @PiyushGoyal @minmsme @NITIAayog

[International Chess Federation @FIDE_chess]

Two legends, one board! ♟🎬

Judit Polgar showed Arnold @Schwarzenegger some of her favorite chess compositions. His verdict? Amazed!

Arnold plays chess to keep his brain sharp and young. Hasta la vista, blunders! 😎

📸 @GMJuditPolgar

[Royal Singh 🦁 @Royalsinghz3]

This should clear all debates about Indus Valley Civilization, this terracotta idol popularly known as Cobra Man recovered from Indus Valley clearly Signifies Lord Vishnu

The Pasupathi Seal & Cobra Man is more than enough evidence to prove that IV Civilization worshipped Hindu Gods

[Power of Positivity @LIVEpositivity]

Do everything with a good heart, expect nothing in return, and you’ll never be disappointed. 🌱💖

[AreyBangdu @AreyBangdu]

#ChaiPaglu
.

[Aislinn(Roselife) @ajnabeeaislinn]

Good morning beautiful people 🌨
#morning

[Rajeshkumar Novelist @RajeshNovelist]

பூமியில் இருந்து ஒரு கோடி ராத்திரிகள் பயணித்தால் பால் வெளியில் நம் பூமியைப் போலவே ஒரு வேற்றுகிரகம் இருக்கிறது.

அங்கே வாழும் உயிரினங்களால்
நமக்கு ஏற்படும் விபரீதங்கள்தான்
இந்த நாவல்.

இப்போது ஆடியோ, வீடியோ நாவலாக
Deeptalk வழியாக
இலவசமாக கேட்டு மகிழுங்கள்.

இணைப்பு
கமெண்டில்.

[Pratyush Kumar @pratykumar]

Big day for all of us at Sarvam.

I want to start by thanking my team for shouldering this mission with immense belief, urgency, and care.

Reflecting on the last few years of the founding journey, my conviction has only deepened:
- AI will be far more consequential than most of us realize even today
- The value loops of this new world cannot be owned by a couple of companies
- Country of India scale cannot rent intelligence. We have to build it ourselves

We are going to push hard across every layer of the company, but the thing that excites me most right now is our shot at building frontier-class AI systems from India. We are assembling the team, the compute, and the deployment engine to make this happen.

I also want to thank our new investors. HCLTech’s partnership opens joint opportunities to bring our research and platform to many of HCLTech’s clients - this is also a unique template to bring together India’s strengths. BVP brings to the team the rare combination of being at the forefront of India's biggest tech shifts for the past two decades while globally having partnered with category defining enterprise AI companies.

Onwards

[Quincy Larson @ossia]

Hey my weekend warriors freeCodeCamp has some banger (pretty advanced) software engineering tutorials in this week's 5 links worth your time. Check it.