# DeFi — X 热门讨论 (2026-09-20 09:32 UTC)

## @DamiDefi (Dami-Defi) · 09-20 08:19 · ♥126 ↻14 💬11 Claude is getting 4× faster at running open-source biology models.

Anthropic optimized inference for 30+ biomolecular models used for:

→ Protein structure prediction → Drug-like molecule design → Genetic mutation prediction

The interesting part isn't just the speedup.

Anthropic is open-sourcing the optimization code, making these models cheaper to run and more accessible to researchers.

Then it partnered with Adaptyv Bio to experimentally test 5,000+ AI-generated protein designs, backed by up to $1M in Claude credits, funding, compute and DNA synthesis.

This is where AI gets really interesting:

Models + optimized compute + agents + real-world experiments.

AI isn't just helping researchers analyze biology.

It's starting to accelerate the entire discovery loop.

Read the article below for more on how to use Claude https://t.co/EZqsFot9UM > 引用 @DamiDefi: I Made Claude Code Spawn 100+ Agents for One Research Task. Here Are the Exact Prompts. https://x.com/DamiDefi/status/2101586913715187943

## @Web3Sniper1 (Sniper) · 09-20 04:40 · ♥71 ↻22 💬47 Atmos Protocol: the numbers are starting to tell a story

I looked at the current @AtmosProtocol dashboard: $58.42M total volume, $214.93K total value locked, over 15.7M total trades. Worth noting upfront third-party indexing reports different figures, around $182.7K TVL and $13.13M cumulative DEX volume, so the dashboard and outside trackers aren't measuring this identically. Worth watching both, not just the one that looks better.

As an auditor, headline numbers alone don't tell me much. What i actually want to know is what Atmos is building toward with this activity.

It's expanding well past being just another DEX on @SUPRA_Labs swaps, liquidity, token creation, aggregation, social features, gamification, with a roadmap covering automated strategies, builder SDKs, LP aggregation, gasless transactions, intent-based trading, and cross-chain expansion.

The Aggregator is the piece i find most interesting. Instead of keeping liquidity siloed, it routes trades across Supra's liquidity sources looking for more efficient execution which could make it useful not just to individual traders, but to wallets, dApps, and other protocols building on $SUPRA.

Token Studio matters too anyone can create and launch a token on Supra with immediate tradability, which sets up a real feedback loop: someone creates a token, it launches, people trade it, liquidity shows up, users follow, and that draws more creation.

The Atmos thesis, as i see it, isn't really about today's volume. It's whether this becomes the infrastructure that actually connects Supra's traders, liquidity, builders, and new assets to each other.

What i'm actually tracking from here: liquidity depth, whether volume holds up over time, real active users (not just trade count), new assets launching, and whether other protocols start integrating with it.

If those move together, Atmos becomes a genuinely important piece of Supra's DeFi stack. https://x.com/Web3Sniper1/status/2101531986116460929

## @LeonWgmii (Leon) · 09-20 01:50 · ♥70 ↻2 💬43 protocol revenue is one of the most abused metrics in DeFi.

high fees sound bullish.

until you ask: who actually gets paid?

users can generate millions in volume.

the protocol can collect millions in fees.

and the token can still capture almost none of it.

that’s the gap people skip.

the real question isn’t: “does the protocol make money?”

it’s: where does that money accrue?

>LPs? >treasury? >stakers? >buybacks? >token holders?

revenue proves demand.

value capture determines whether that demand matters for the token.

follow the cash flow, not the screenshot. https://x.com/LeonWgmii/status/2101489114415767590

## @Sssebi (Sssebi🦁) · 09-20 05:56 · ♥72 ↻4 💬2 This is the first step in making Cardano DeFi competitive again.

We analyze, we discover what we are lacking and then we fix it. > 引用 @Cardano_Prime: The Cardano DeFi Ecosystem Audit is complete.

25 categories. Five scoring dimensions. Two reference ecosystems.

It is the Phase 1 core deliverable of the @Cardano PRIME program, and it sets the baseline for everything that follows.

Here is where Cardano stands. https://t.co/haIgeFkCYT https://x.com/Sssebi/status/2101551082379882995