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A Sustainable Path Forward for Yellow: VCs Refunded After deep reflection, we’ve decided to refund 80% of the initial raise to our VC investors who believed in Yellow when it was just a vision. It’s not the conventional path, but it is the only path that stays true to why we started. Let me explain why 80% of the initial capital goes back to early VCs, and what it means for the future of the Yellow community. The story has its roots more than 20 years ago at the European Space Agency. I was a passionate software engineer who helped launch rockets; then I left my job to build a semantic search engine as an entrepreneur. In 2008, the crisis hit and everything collapsed overnight. That experience forged one of my principles: don’t trust anyone until the money is actually in the bank. Promises tend to vanish the moment the world shakes. In 2013, I became the “S” in GSR, after my surname, Sirkia. Growing a market-making company in crypto turned out to be the perfect sandbox to further explore the nature of human relationships and the role of trust. But what looked like a winning lottery ticket swallowed me whole, and I had to check into a clinic to reclaim my health. The first days of my 21-day water fast were hell, but I walked out with the kind of clarity that only comes through fire. Ever since, I have deeply recognized the gift of Satoshi. Seeing the industry from the inside out, I admired the idea of trustless payments and a store of value that doesn't rely on trusting governments or banks. I simply couldn’t accept the centralized, custodial, and gated status quo of trading. I wanted to take what Satoshi showed was possible and extend it into the world. So I joined forces with @0xYellow and @camille_yellow to co-found Yellow. We were solving one problem after another to ultimately allow for value to move instantly and almost as freely as data. Today, more than 500 builders ship on our open-source SDK. The $YELLOW token is a big part of the ecosystem now, and its sustainable future is a high priority for everyone on the team. Refunding seed investors is a natural extension of my past experiences, and of deep care for the vision we bring to life. Capital always comes at a cost, typically at the expense of relationships with the community of token holders. We refuse to let that happen at Yellow. By refunding 80% of the initial raise, we make sure that the network is owned, operated, and rewarded by the people who build on Yellow, who use Yellow, and who want Yellow to thrive. Refund is our way to honor the community, to protect our ecosystem's future, and to stay true to our core vision. Yellow is now lighter, faster, and more than ever aligned with the people who use and secure the network. — Alexis & the Yellow team

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Quantization can make an LLM 4x smaller and 2x faster, with barely any quality loss. But what *is* it? @samwhoo crafted a beautiful interactive essay explaining it from first principles, aimed at coders, not mathematicians. ngrok.com/blog/quantizat…