It was obvious something like this is coming but I’m still extremely impressed

Makes you think what “intelligence” and “reality” really are if matrix multiplications can achieve this:

https://deepmind.google/discover/blog/genie-3-a-new-frontier-for-world-models/

Keep thinking about this

GPT5 stream

They proudly show how ChatGPT:
1) Doesn't answer fireworks-related question
2) Decides how to do a cancer therapy

AI will decide for you how to live but fireworks is too much chud

A random thought: now when more and more tools are AI-powered, security by obscurity becomes [more] important

It’s harder for AI to hack you if its pretraining data had nothing similar to your system

Do you agree?

Thinking of starting a list of (mostly esoteric) public goods for AI dev/research that I personally would like to work on if/when I have more time:

- a toolkit to benchmark models of different quantizations: usually authors only check for perplexity which IMO is not enough
- open-domain datasets of various extremely niche knowledge, ideally requiring an internal world model, for example: Stalker games knowledge; lifehacks and howtos of my local neighborhood; etc. I would've also kept the validation part private just like the ARC dataset
- "questions requiring reasoning about multiple needles in multiple haystacks" datasets - this one is obvious. Would be interesting to see how all those sparse attention approaches handle them hehe

why do I think those are important?

1) I'm simply curious tbh
2) to turn the Goodhart's law into a tool: if everyone is benchmaxxing, the best way to make sure new models are aligned with your needs is to make benchmarks that measure things you want/need, especially if we're entering the era of "universal verifiers"

Y’all probably heard it already but after gamersnexus made a video report on Nvidia turning a blind eye on China GPU smuggling, some unhappy people tried to bring their channel down:

https://youtu.be/tUnRWh4xOCY

Here’s the reupload of the deleted video hehe

Working towards real-time reinforcement learning

1) New Prompt Enhancer is a new kind of an extremely smart AI that learns from AIKEK holders in real time

2) Under the hood it works as a scaffold for the online RL which is in turn a revolutionary thing that will bring us to ASI that is aligned with AIKEK holders

3) It leverages new tokenomics: bigger holders get more value

4) More RL widgets are in development: for data, for memes, and for completely novel use cases

—
https://x.com/alphakek_ai/status/1970511071074017292

AI Wars update: Dutch government has taken control of a Chinese-owned (and Netherlands-based) chip company "to prevent critical goods (chips) become unavailable

https://fixupx.com/onechancefreedm/status/1977550998253060508

Alphakek presents ALIVE, a new AI protocol for turning onchain markets into training arenas for Brains - AI ecosystems you can actually own.

A Brain is an evolving, earning AI intelligence environment with a singular, focused purpose/goal/mission.

Think of it as a ‘new internet’ with its own asset layer, cashflows, content, interfaces, and evolving intelligence core.

ALIVE’s job is simple:

- Let anyone create Brains.
- Let markets train them.
- Let AI evolve their surfaces.
- Capture a fraction of revenue and buy back AIKEK.

The internet’s biggest problem: every click, watch, like prediction, and trade trains someone else’s models. The result is:

- Centralized intelligence - a few massive models trained on everyone.
- Centralized value - a few massive companies capturing almost all the upside.

Decentralized markets are part of the solution:

- Markets price risk in the moment.
- But they don’t remember how they were right or wrong.
- The intelligence in the system walks out with each trader.

ALIVE’s thesis is simple: If we’re already burning trillions in speculative flow, that flow should build your AI ecosystem, not just someone else’s.

You can create a Brain about any topic or mission (e.g. “longevity research”, “Trump memes”, “astrophysics”, “cheese”).

You attach surfaces: tokens, PMs, AMMs, stable rails, APIs.

ALIVE gives you: a training arena (markets), a reward function (fees / outcomes), an onchain asset (Brain env) on top.

If your Brain wins, you don’t just catch one pump – you hold a claim on:

* the trading fees,
* the tools / APIs people pay to use,
* and the narrative around the AI everyone else now depends on.

The New Internet flips where intelligence and value accumulate.

Old internet:
- your behavior trains centralized AIs,
- your attention fuels centralized platforms,
- your money flows to a handful of companies.

New internet (ALIVE‑style):
- your trades / bets / interactions train open, specialized Brains,
- those Brains back AI ecosystems you can actually own,
- money and intelligence flow to the people who find and create them.

Alphakek will soon unveil:

1) The first Brain environments
2) ALIVE Terminal
3) ALIVE ecosystem partners, builders, and users
4) Builder APIs to power billions of agents and robots
5) Open-source AI models trained during ALIVE Private Beta

AIKEK has created an ALIVE Early Cohort of visionary builders.

If you’re a dev or founder and want in, simply tweet about what you're building and tag @alphakek!

ALIVE is the culmination of Alphakek’s R&D work on Fractal, crypto’s first NVIDIA-recognized knowledge engine

↳ https://www.nvidia.com/gtc/posters/?search=alphakek#/

And crypto's largest network of bespoke AI workflows, platforms, and models for leading companies such as CoinGecko, Arweave, Based Brett.

Unifying AI, decentralized markets, and knowledge is the next trillion-dollar opportunity.

ALIVE is uniquely positioned at the intersection of all three:

Alphakek is a first mover in Information Infrastructure, with technical validation from a $4T+ company, NVIDIA.

Full blog post:
↳ https://blog.alphakek.ai/alive

—
https://x.com/alphakek/status/1993397552947880059

Approaching decentralized AI from a completely different perspective - let's see how it plays out

>474k views on 22k subs account

Rare recommendation system W

https://youtu.be/RJT59KILlT4

re: this https://news.1rj.ru/str/durov/462