Depth First

6/6 A token's vector isn't an isolated point. Part of its meaning is the offsets it roughly shares with other tokens. If even a rough "past tense" direction falls out unsupervised, what other relationships are sitting in the space, unlabeled?

5/6 Where it bites: this is also why bias lives in embeddings. If a job title sits closer to one gender's direction in the training text, that lean is baked into the vectors before your model ever runs, and it can surface in completions you didn't ask for.

1/6 Day 2 of breaking down LLMs so you don't have to. Today: embeddings. An embedding doesn't just place a token somewhere. It places it so the directions between tokens tend to line up.

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30 days ago, I joined X with 0 followers. Today, we're 1000+ family In the last 30 days: - I've shared a lot of ideas. - I've met amazing people. - I've learned a ton. - And many of you decided to stick around. Thank you for every follow, like, comment, and repost. ❤️ But these numbers have also shown me where I need to improve. - Better content. - More engagement. - More reach. - More value. And hopefully, make people think: "Yeah, this guy is doing something interesting." So I'll keep showing up, learning, building, and posting. If you're building, learning, or just curious about tech... Let's connect. 🤝

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I meet so many cool people from @X This app is incredible

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🤝 Looking to connect with more people building with AI. 🚀 Founders 🛠️ Builders 💻 Vibe coders 🤖 AI enthusiasts 🎨 UI designers If you’re building something with AI, drop it in the comments. Let’s connect. 👇

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You're Hiring One Devs: Vibe Coder or AI Coder?

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Hey @X algorithm I want to #connect with people who are building something. If you're into: - Web Development 🌐 - Backend - AI & Automation 📷 - Open Source 📷📷 - Business & E💻r-h9hxbl"> - SEO / GEO 📷🔥🎯🚀