As part of our recent work on memory layer architectures, I wrote up some of my thoughts on the continual learning problem broadly: Blog post: https://t.co/HNLqfNsQfN Some of the exposition goes beyond mem layers, so I thought it'd be useful to highlight separately:

Congrats to our newest portfolio company, @transcrypts_ on their $15M Series Seed! We are excited to support them as they build towards user-owned credential verification, powered by blockchains.

AI knowledge comes in many forms 🧠 Context powers agentic intelligence LoRA = extensibility layer (train/own/monetize independently) MoE = divide & concur The future of LLMs is modular, contextual, and agentic.

🔐 Privacy-preserving compute isn’t about one tech - it’s about how they work together: ZK → verify compute without revealing sensitive data FHE → operate on encrypted data MPC → compute jointly w/ private inputs TEE → isolated, attestable execution The future is hybrid.

Open source maintainers keep our ecosystem alive, but they can’t do it alone. Support the maintainers that support you. Read more about why we're endorsing "Open Infrastructure is Not Free: A Joint Statement on Sustainable Stewardship" alongside industry partners:

Congratulations to @Figure on their successful debut on the Nasdaq. Via blockchain, they’re revolutionizing capital markets, democratizing finance, increasing transparency & eliminating inefficiencies. Thank you @mcagney, @juneou, Michael T 🤝

Excited to announce our investment in @creditcoop_xyz – next-gen, programmable credit infrastructure bridging TradFi and DeFi rails ⚡️

Nous Research presents Hermes 4, our latest line of hybrid reasoning models. https://t.co/E5EW9hBurb Hermes 4 builds on our legacy of user-aligned models with expanded test-time compute capabilities. Special attention was given to making the models creative and interesting to

ONE WEEK LEFT to win up to $1M in prizes and funding. Hundreds of hackers competing. Innovation is accelerating. Last minute entries welcome. Judging starts immediately after the deadline. Meet your featured panel of VC and Ecosystem judges below. AI Moves Faster on Sei.

Introducing Dreamspace, the first vibe coding canvas for crypto’s creatives. Ship your dream app in minutes and monetize it onchain with no code. Powered by @Microsoft AI, @SpaceandTimeDB, and @Base. 🧵

𝗙𝗶𝗮𝗺𝗺𝗮 𝗕𝗿𝗶𝗱𝗴𝗲 𝗠𝗮𝗶𝗻𝗻𝗲𝘁 𝗶𝘀 𝗟𝗜𝗩𝗘! The 𝗳𝗶𝗿𝘀𝘁 𝘁𝗿𝘂𝘀𝘁-𝗺𝗶𝗻𝗶𝗺𝗶𝘇𝗲𝗱 𝗕𝗶𝘁𝗰𝗼𝗶𝗻 bridge, powered by 𝗕𝗶𝘁𝗩𝗠𝟮, is now live across 11 chains. Unchain Bitcoin now: https://t.co/usBPI38iqj 🦙🔥

Chains leave the mark. Lyquor does the work. When you stop tinkering around the chain, you start building beyond it. https://t.co/QbC7HX73jq

Everyone’s talking about market-making transparency this week, thanks to @cobie. And right on cue, Coinwatch dropped a new tool to track MM activity. Not just them, but also us at Rena, and peers like @Glass_Markets, @sunzulab1, and @Forgd_ are all circling this space. It

Ready to prove Ethereum in seconds on a single GPU? Introducing ZKsync Airbender: The world’s fastest open-source RISC-V zkVM ⚡️

The future of onchain intelligence runs on Sei. Builders, it's time to accelerate its arrival. The ai/accelathon: up to $1M in prizes & seed funding to build the future of AI on Sei. With tracks ranging from vApps to DeFi agents, the acceleration starts now.

Testnet III has begun. Today, we're rolling out Testnet III across the United States, Vietnam, Nigeria, Russia, India, Indonesia, the United Kingdom, Hong Kong SAR and Mainland China. Tomorrow, the world. Learn more: https://t.co/4zwVxsgiAU

Big news: We’ve raised a $30M Series B led by @BainCapCrypto to power innovation in crypto!

🚀 We’re thrilled to announce our investment in @OpenFX_, a platform dedicated to transforming the FX market from an inefficient and opaque system into an open and transparent network

Turnkey is scaling like crazy and we're hiring across the board. Who are the top 1% people we should be talking to for: • Product (NYC) • Sales (NYC or remote) • Solutions Engineering (NYC or remote)

We’re thrilled to announce that Faction led @magicblock 's $7.5M Seed round, alongside @Maven11Capital, @Delphi_Digital, @robotventures, @MechanismCap & @equilibrium_co