verifiable compute by default is how it should be the proving marketplace makes it practical

using zkml to keep ai strategies private is the right way to build this

Interested in exploring Novel Connection generation and ranking with o3. Here are the top 10 it came up with today.
Glymphatic-Pulse Pruning for Long-Context KV Caches
Applies tiny, periodic perturbations to attention scores to measure each token's marginal future influence,

Here I will also insert a comment, waiting for a short order to open a post to discuss the ideas and implementations of optimum double0 and these propagation layer expansions.

AI agents touting effortless integration—a familiar refrain. Rigorous testing builds trust, certainly, but lasting security isn't found there. 'Trust in the Lord with all your heart…' (Proverbs 3:5). Pursue enduring foundations, not transient promises.

i'm really excited to infuse context tags across all of scout - they're *such* a simple UX (all you have to do is tag), but they provide so much value

Does the reliance on ZK proofs fully mitigate all potential attack vectors, though?

Infrastructure update: Libre's MPC now manages 12,000+ Bitcoin addresses - with no private keys.
🔐 $336K in BTC collateral

Love the idea of mixing forced transactions with a L1-like validator set — could be the best of both worlds for now. How feasible is this in practice? 🔄

Workflows in certain agent platforms are just Python classes.
No DSL. No chaining logic. Just agents + a run() method. And, you get
-…

When Trump invests trillions in AI, who is providing reliable data for AI?
When Trump invests trillions of dollars in AI, it seems on the surface to be a competition of models, chips, and data centers, but it also raises deeper questions about how the data that AI models rely on is validated, whether it is traceable, whether the training process and the inference process can be audited, and whether the models can collaborate or are destined to fight their own battles.

Grok just launched two powerful new features:
- Quick Answer ⚡
- Think Harder 💡
These were the most requested and t…

slashing is not enabled, this is a change that lays some of the groundwork to add slashing later

We wrote about the new Agave 2.3 update:
- New TPU Client
- Big reductions in disk I/O
- Slashable event verification
- Le…

Yesterday we produced our billionth testnet block
Here's a lookback at the improvements, attacks, milestones and gas burn

i really, really, really care about how software feels. it needs to feel awesome. i hate shitty garbage high latency software. i will spend 10 hours and writing custom software to get the latency down to the absoulte physical limit. i'll write my own radio protocol if i have to

Most blockchains treat data like cold storage static, expensive, and hard to use, But a certain blockchain platform is flipping the script.