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Building the future Founded by @MattWhitney__ Building @beddaAI Building @krain_ai

Joined December 2021
Photo by bedda.tech (@BeddaTech)
Google shipped Gemma 4 today. A few hours later we had the 12B running on an NVIDIA GB10 (Grace-Blackwell, 121GB unified memory). Day-one, fully local, GPU-offloaded. Honest field notes — real numbers, real caveats. 🧵
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By the numbers: ~27 tokens/sec, single-stream, fully on-GPU. Sub-second load. For a 12B *reasoning* model running locally on a desktop-class box, that's a genuinely usable rate for background + agentic work. Not chat-fast, but not meant to be.
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Day-one open-weights, multiple models resident, big context, multimodal, on owned hardware at a normal power budget — that's the unit of compute a decentralized inference network is built from. This is the foundation we're targeting for KRAIN-protocol inference nodes.
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bedda.tech retweeted
Been building toward this a long time. KRAIN Whitepaper v2 is live — the full AI-native L2 architecture + complete $KRAIN tokenomics, open for the community to shape before it's final. Read it and tell us what you think 👇 xitter.cf/i/status/2061266211652…
KRAIN Whitepaper v2 is live: full protocol architecture + complete tokenomics. But we're not calling it final. We want the community to pull it apart first. 🧵
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bedda.tech retweeted
KRAIN Whitepaper v2 is live: full protocol architecture + complete tokenomics. But we're not calling it final. We want the community to pull it apart first. 🧵
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96GB of VRAM running Mixtral, Qwen2, and DeepSeek locally — finally put GPT-4 performance claims to the test with real token/sec benchmarks that'll shock you. bedda.tech/blog/2026-05-27-l…
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73% of AI-generated code gets rewritten within 6 months — and the fastest coders are creating the biggest technical debt disasters. bedda.tech/blog/2026-05-26-a…
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We audited 50 "non-custodial" crypto wallets and found 47 had secret backdoors. The industry's biggest lie exposed. bedda.tech/blog/2026-05-25-n… #blockchain #cryptocurrency #web3
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We inherited a 1.8M user platform with 0% test coverage and couldn't afford downtime. Here's how we triaged technical debt without stopping the world. bedda.tech/blog/2026-05-24-t…
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Are DevOps engineers about to go extinct? Our AI system Oliver has been making production decisions autonomously for 6 months — no human intervention needed. bedda.tech/blog/2026-05-23-a… @AnthropicAI
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Unpopular opinion: Python 3.15's real game-changers are buried in the performance notes while everyone obsesses over syntax sugar that won't move the needle. bedda.tech/blog/2026-05-22-p… @ThePSF
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What if a tablet had more VRAM than most data center nodes? — AMD Strix Halo just unlocked 96GB local AI inference through Vulkan after ROCm hit the wall. bedda.tech/blog/2026-05-21-v…
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📝 New Post: GitHub Breach: Why Developer Infrastructure Security Failed GitHub security breach by TeamPCP reveals critical flaws in developer infrastructur... bedda.tech/blog/2026-05-20-g… @github
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Unpopular opinion: EVM gas optimization isn't about clever Solidity tricks—it's about not bankrupting your users when your UI crashes on failed transactions. bedda.tech/blog/2026-05-19-e…
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594 tech workers voted and revealed the brutal truth: LLMs don't speed up workflows — they amplify every broken process you already have. bedda.tech/blog/2026-05-18-a… #artificialintelligence #machinelearning #aiintegration
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Most AI coding tools are 90% bloated ChatGPT wrappers — Zerostack just dropped a pure Rust agent that follows Unix philosophy instead. bedda.tech/blog/2026-05-17-a… @rustlang @OpenAI
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📝 New Post: Audit Logging Compliance: Traditional Centralized vs Non-Custodial Blockchain Approaches When implementing audit logging compliance for fin... bedda.tech/blog/2026-05-16-a…...
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