Reff (@adesst) header
Reff (@adesst) profile picture

straws & noodles

indonesia, spicy land
Joined November 2009
Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)Photo by Reff (@adesst)
So one of our ambassadors @divagr1925 has been working on something cool He found a way to use Qwen's Gated DeltaNet state as memory, and built a 32-bit RISC-V CPU directly into the model's weights. So instead of relying on predicting the answer to a calculation, the model can execute instructions internally. It can also run C and MicroPython programs. He calls it Qwenputer, love the name btw. The results so far are pretty impressive. On one arithmetic benchmark, accuracy jumped from 48.6% to 100%. Pretty cool to see developers experimenting with Qwen's architecture. Great work, my friend!
1/4 Meet Qwenputer: Qwen3.5-4B with a full RISC-V CPU inside its weights, using the model's own Gated DeltaNet layers as RAM. It runs C and MicroPython in its forward passes, no external runtime. On DeepMind math: base 55–90%, base + Python tool 95–100%, Qwenputer 97.5–100%.
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Today, we’re announcing Ternary Bonsai 2 27B. Based on Qwen3.8 27B, Bonsai 2 27B is 9x smaller than its full-precision counterpart while retaining 98.2% of its aggregate benchmark performance. Two months after the first Bonsai 27B release, the biggest change is quality. The footprint remains 5.9 GB, but the gap to full precision has narrowed materially, with particularly strong gains in agentic coding, multimodal reasoning, and long-horizon tool use. Ternary Bonsai 2 27B is available today under Apache 2.0.
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Nice to see old tech like P40, V100, and 3060 on the list by @gospaceport price/VRAM and price/bandwidth is really helpful
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Reff retweeted
🫡Please let us know if you have any feedback!
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Halo, Pythonista Jakarta! Meetup kembali lagi di bulan September! ​Kali ini kita kedatangan dua pembicara luar biasa yang akan membagikan pengalaman dan keahlian mereka dalam ekosistem Python. Silakan daftar di luma.com/9fgxt52u
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Reff retweeted
🔍We dove a bit deeper and analyzed how multi-token prediction (MTP) works in Ornith 1.5 models. 🪽With MTP, Ornith 1.5 gain inference speedups without quality loss via self-speculative decoding: models use their own MTP head to draft tokens and verify them in a forward pass. 🐦MTP weights are now updated for all 9B, 35B, and 397B models in BF16, GGUF, FP8, and NVFP4 variants (except 397B NVFP4, will be updated today). huggingface.co/collections/o…
🐦Tokens now go brrrr 🪽Ornith-1.5 models just got new wings: MTP weights have been updated for the BF16, GGUF, NVFP4 & FP8 variants. 🔗huggingface.co/collections/o…
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if you’re getting into embedded systems, learn these protocols in this order: 1. i2c two wires. many devices. perfect for sensors, displays, rtc modules, eeproms master/slave architecture simple to wire, easy to prototype this is where most beginners should start. 2. spi much faster than i2c separate lines for data in, data out, clock, and chip select ideal for displays, sd cards, high-speed sensors more wires, much higher performance when speed matters, spi wins. 3. uart point-to-point communication tx + rx no clock line used for debugging, gps, bluetooth modules, microcontroller communication if you’ve ever opened a serial monitor, you’ve already used uart. learn them in this order: i2c → understand device communication spi → understand high-speed peripherals uart → understand serial communication and debugging these three protocols are everywhere. master them once, and you’ll find them in almost every embedded system you build.
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Bjirr bocil2 asal Indonesia ini bener2 lagi mendunia der
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Best accounts to follow from each frontier lab to stay constantly up to date Anthropic @karpathy - must-follow account for AI; recently joined Anthropic @bcherny - Claude Code creator, always shares great tips @trq212 - also a Claude Code developer; writes amazing articles on CC OpenAI @polynoamial - works on reasoning research, shares a lot of technical details @gabriel1 - Sora developer, great career path @jxnlco - works on dev experience, shares a lot about Codex Google AI @OfficialLoganK - all the major Google Gemini and AI Studio updates @ammaar - product and design; shares great things about vibe-coding in Google AI Studio @fofrAI - cool use cases for generative models Cursor @leerob - the loudest voice behind Cursor updates @ericzakariasson - shares great insights on using Cursor @mntruell - Cursor’s CEO; major releases and usage updates xAI @milichab - recently joined xAI, shares updates on Grok @skcd42 - also covers major Grok releases @ai_explorer25 - covers all ai content and free resources
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What are you doing this weekend ?
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Another blow to Anthropic! Devs built a free and better Claude alternative that: - runs locally - works with any LLM - beats it on deep research - has Cowork-like capabilities - connects to 40+ data sources - self-hosts via Docker, and more. 100% open-source (20k+ stars).
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Still kinda hot tbh
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OWASP MASVS and MASTG set the global bar for mobile app security. Guardsquare helps you meet and exceed those standards, fast.

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Tulis apa harapan kalian untuk Indonesia tercinta 🇲🇨 [Lagubaper]
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Japan is using piezoelectric floor tiles in busy areas like Shibuya and Tokyo Stations to convert footsteps into clean electricity
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Bookmark it.
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So let me get this straight A teenager hacked Nvidia. Was arrested. Got out on bail Under supervision and without his laptop, hacked Rockstar to steal unreleased GTA 6 info How'd he do that without a laptop, you ask? With the hotel TV and a Fire Stick bbc.com/news/technology-6766…
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