Jayanth MKV

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Jayanth MKV

Jayanth MKV

@jayanthmkv

SDE to AI Engineer to Indie Hacker 💥 | Safy Research Group | Building AI saas 🌟

India Katılım Mayıs 2021
261 Takip Edilen28 Takipçiler
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Jayanth MKV
Jayanth MKV@jayanthmkv·
🌟 The Power of Your Inner Circle and Community! 🤝✨ We often hear the saying, "Your network is your net worth," and there's a profound truth to it. 👉 Click the link below to join our xplore community on Discord: [Discord Invitation Link:](discord.com/invite/9MxVqae…)
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Hack2skill
Hack2skill@hack2skill·
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Jayanth MKV
Jayanth MKV@jayanthmkv·
Each step costs something: - Complex → lose ordering - Quaternions → lose commutativity - Octonions → lose associativity The universe of numbers has rules even imagination can't break. 🌌
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Jayanth MKV
Jayanth MKV@jayanthmkv·
Mathematical law prevents it. Frobenius proved that only dimensions 1, 2, 4, and 8 can support proper division algebras. Three dimensions simply cannot exist with consistent arithmetic! 🚫
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Jayanth MKV
Jayanth MKV@jayanthmkv·
The Journey Through Dimensions of Numbers** 🔢✨ 1D: Real numbers (ℝ) 2D: Complex numbers (ℂ) - 1831 3D: *Impossible* - 1877 4D: Quaternions (ℍ) - 1843 **8D:** Octonions - 1843-1845 Why skip 3D?
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Jayanth MKV
Jayanth MKV@jayanthmkv·
Tried a few coding agents on writing streamlit code Most of them didn't perform well!
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Jayanth MKV
Jayanth MKV@jayanthmkv·
7/7) TL;DR on ReFrag: It uses a helper AI to compress documents. The main AI needs special training to understand these compressions. This is why it requires model changes, not just an API call. Hope this helps! If you found this useful, RT the first tweet to share.
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Jayanth MKV
Jayanth MKV@jayanthmkv·
6/7) The payoff for this complex training is huge: a system that can handle much longer documents with a massive speed boost. It’s a powerful new method for building next-gen RAG systems, not a simple plug-in for old ones.
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Jayanth MKV
Jayanth MKV@jayanthmkv·
Ever heard of Meta's ReFrag? It makes AI context processing up to 30x faster. So why isn't everyone using it yet? 1/7) It's not a simple switch. Here’s the real reason, explained simply. 🧵
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Jayanth MKV
Jayanth MKV@jayanthmkv·
That’s it! mypyc can give you 2x–10x boost for type-annotated code WITHOUT rewriting in C. Try it, benchmark, and #python faster!
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Jayanth MKV
Jayanth MKV@jayanthmkv·
Workflow: Develop & test in regular Python Add type hints Compile with mypyc for deploys or speedups You can keep both .py (source) and .so (fast) versions!
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Jayanth MKV
Jayanth MKV@jayanthmkv·
If trying to make python faster try mypyc It compiles typed Python to blazing fast C extensions. Here’s a quick step-by-step guide:
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