Dream 2, realised - Introducing Vāgbodhini (वाग्बोधिनी)- a personalized tutor for Sanskrit.
1. Input any text (any script) and hear a flawless, metrically precise chant.
2. Chant it back and get instant, syllable-by-syllable phonetic feedback. 🧵
Link in the First Reply.
New Anthropic research: A global workspace in language models.
Of everything happening in your brain right now, only a tiny fraction is consciously accessible—thoughts you can describe, hold in mind, and reason with.
We found a strikingly similar divide inside Claude.
Fable as name implies has great story, but performance so far not matched up to the build up.
GLM 5.2 being OS I would say justify it's performance cost wise
Let's GPT 5.6 hit the road ...
Palantir's CEO just exposed Sam Altman and Dario Amodei for robbing every Fortune 500 company.
Within two minutes, Alex Karp took the entire frontier AI industry apart on national television.
His exact words:
"Every single enterprise in this country, these people are LIVID. They are paying for tokens that create no value. These people are stealing the weights and alpha of my business."
He literally said the entire frontier AI business model is intellectual property extraction dressed up as a subscription.
Then he also destroyed the pricing model with a single question that Silicon Valley still refuses to answer:
"If it was so valuable, let's say I can make you $1 billion tomorrow. Wouldn't I say I'll make you $1 billion and I want 30 percent? Why are they charging for tokens if it's so valuable?"
That question breaks the industry.
If OpenAI and Anthropic's models truly delivered the productivity gains the labs claim, they would take equity or a share of the profit they generate. They would not sell access by the million tokens.
Token pricing is itself the CONFESSION that the product cannot produce reliable value at scale. If it did, they would price for the value. But they price for the compute because that is what they are actually selling.
Karp went even further...
He called the entire arrangement "a wealth tax that does not help the poor. It just punishes."
American businesses are transferring the alpha of their operations, meaning the workflows, the customer data, the strategy memos, the internal models that make them competitive, directly into the training pipelines of a handful of Silicon Valley labs. Once those labs retrain, the customer's own edge becomes the next enterprise product sold back to their competitors.
And the part the AI industry does not want anyone thinking about:
Every enterprise running its confidential documents, its customer conversations, and its financial models through a frontier model is potentially teaching that model HOW to replace them.
The vendor collects the token fee AND the compounding intelligence about that customer's business. That is the mechanism. And that is why Karp used the word "stealing."
He claims this is why every executive he meets is furious in private and silent in public. Nobody wants to be the CEO who called out the labs and then discovered their next competitor was built on their own leaked workflows.
The entire AI industry has been priced for perfection on one assumption:
That frontier labs produce durable, defensible value that justifies infinite compute spend.
But Karp just told us that the customers do not believe that assumption anymore. They believe they are being taxed without benefit, watched without consent, and copied without recourse.
The moment enterprises stop believing, the whole valuation stack shakes.
1/ Excited to announce that I’m an a16z Scout for the a16z @speedrun Fund, investing in the next wave of AI founders from day one 🚀
If you’re building something ambitious, reply below with a one-line description of what you’re building and I'll get back.
@prathoshap This is such an underrated open source release from India and no big media is talking about this. This is not just indigenous TTS but a pathway for Indian LLM innovators
A 15-year-old dream has come true today. I started a PhD with the dream of creating a system that chants any Sanskrit shloka perfectly.
And here I am opening sourcing 𝐕𝐚𝐠𝐝𝐡𝐞𝐧𝐮 - 𝐀 𝐯ṛ𝐭𝐭𝐚 (𝐦𝐞𝐭𝐞𝐫) 𝐚𝐰𝐚𝐫𝐞 ś𝐥𝐨𝐤𝐚-𝐭𝐨-𝐜𝐡𝐚𝐧𝐭 𝐭𝐞𝐱𝐭-𝐭𝐨-𝐬𝐩𝐞𝐞𝐜𝐡 (TTS) 𝐬𝐲𝐬𝐭𝐞𝐦 𝐟𝐨𝐫 𝐒𝐚𝐧𝐬𝐤𝐫𝐢𝐭. This is the world's first vrutta-aware, open-source TTS for Sanskrit Chanting.