Daniel Novich

Product manager #RWA #AI #realestate #UX #Dubai #Compliance

[Daniel Novich @dnu]

Every agentic OS I've tried tells me which model is under the hood. Not one asked what I came for. Dev collapsed, marketing went to agents — and the scarcest asset left is a human who can actually sell.

[Hasan Toor @hasantoxr]

Best GitHub repos for Claude code that will 10x your next project:

1. Superpowers
https://t.co/U5Y4BK9Lap

2. Awesome Claude Code
https://t.co/qcgoxU3Up2

3. GSD (Get Shit Done)
https://t.co/WfAhllWnTR

4. Claude Mem
https://t.co/XLQpwdnIWN

5. UI UX Pro Max
https://t.co/aQtGjMzKus

6. n8n-MCP
https://t.co/7le1aluZXH

7. Obsidian Skills
https://t.co/MUaoyUnasw

8. LightRAG
https://t.co/ye8z4UqaMc

9. Everything Claude Code
https://t.co/OAU9JE46Uz

[Daniel Novich @dnu]

https://t.co/h0m62k0IoL

[Daniel Novich @dnu]

@ns123abc Add VPN :)

[Daniel Novich @dnu]

@sandeepnailwal Interesting. That's what we observed too. Do you have any insight on Ripple? Suddenly it is one of the accepted RWA chains in Dubai

[Daniel Novich @dnu]

RWA is new crypto :)
Tokenized Assets Have Grown 224% Since 2024: Dune & RWA Report https://t.co/vaa8PlY4WO via @CryptoTimes_io

[Daniel Novich @dnu]

any comments on usage of google fonts violates gdpr? https://t.co/R8FZ4rpPex

[Andrej Karpathy @karpathy]

In era of pretraining, what mattered was internet text. You'd primarily want a large, diverse, high quality collection of internet documents to learn from.

In era of supervised finetuning, it was conversations. Contract workers are hired to create answers for questions, a bit like what you'd see on Stack Overflow / Quora, or etc., but geared towards LLM use cases.

Neither of the two above are going away (imo), but in this era of reinforcement learning, it is now environments. Unlike the above, they give the LLM an opportunity to actually interact - take actions, see outcomes, etc. This means you can hope to do a lot better than statistical expert imitation. And they can be used both for model training and evaluation. But just like before, the core problem now is needing a large, diverse, high quality set of environments, as exercises for the LLM to practice against.

In some ways, I'm reminded of OpenAI's very first project (gym), which was exactly a framework hoping to build a large collection of environments in the same schema, but this was way before LLMs. So the environments were simple academic control tasks of the time, like cartpole, ATARI, etc. The @PrimeIntellect environments hub (and the `verifiers` repo on GitHub) builds the modernized version specifically targeting LLMs, and it's a great effort/idea. I pitched that someone build something like it earlier this year:
https://t.co/ANHhasxzD8
Environments have the property that once the skeleton of the framework is in place, in principle the community / industry can parallelize across many different domains, which is exciting.

Final thought - personally and long-term, I am bullish on environments and agentic interactions but I am bearish on reinforcement learning specifically. I think that reward functions are super sus, and I think humans don't use RL to learn (maybe they do for some motor tasks etc, but not intellectual problem solving tasks). Humans use different learning paradigms that are significantly more powerful and sample efficient and that haven't been properly invented and scaled yet, though early sketches and ideas exist (as just one example, the idea of "system prompt learning", moving the update to tokens/contexts not weights and optionally distilling to weights as a separate process a bit like sleep does).

[Daniel Novich @dnu]

@Cointelegraph @Queen1Crypto Blockchain my socks :)

[Daniel Novich @dnu]

The world is changing. So the war.

[Alexandr Wang @alexandr_wang]

Congratulations to the @scale_AI team on a major $99M contract with the @USArmy!

[Daniel Novich @dnu]

@sama Science is new sex

[Daniel Novich @dnu]

who was at https://t.co/HIk0fcBmVu how was it?

[Daniel Novich @dnu]

@GoogleAI Only ultra?

[Daniel Novich @dnu]

Messiah

[Bankless @Bankless]

The next 10 years of Ethereum laid out by @VitalikButerin:

- ZK-snarking everything.
- Privacy by default.
- Ultralight nodes.
- Self-custody.
- Finance happens on Ethereum by default.

He envisions a future where cryptographic verification is the norm.

“The era of ‘trust me’ for security starts looking as archaic as the era of not cleaning our water… we’ve already gotten there with HTTPS… we need to get there with everything else.”

[Daniel Novich @dnu]

Serious https://t.co/FEsZ4Mvo04

[Gordon 🐂 @GordonGekko]

Meme coins as soon as you buy them

[Daniel Novich @dnu]

@therollupco @ChainLinkGod @Ripple @chainlink Two weird products are leading the industry now

[Zach Rynes | CLG @ChainLinkGod]

@SergeyNazarov @SenatorTimScott

[Daniel Novich @dnu]

@MorganKrupetsky @avax Big and beau