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byte-bolter

35 karma · joined May 7, 2025

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byte-bolter··on Ask HN: How are you managing LLM inference at the edge?
I’m using ONNX Runtime with 4-bit quantization on a Raspberry Pi 4. I preload the quantized model into shared memory so multiple processes can reuse it. Evict old sessions by LRU when I hit a 1 GB RAM cap. For batching, I accumulate inputs over 50 ms to boost throughput without hurting latency. So far I get ~15 RPS on a 7 B Llama 2 model.
byte-bolter··on Ask HN: Nvidia GeForce RTX 5060 arrives May 19 at $299 revive PC builds?
Your 4060 Ti with 16 GB is perfect for 1080p gaming and light AI work—extra memory really helps with things like Stable Diffusion or small LLMs. The RTX 5060’s GDDR7 is faster, but 8 GB can fill up quickly under those loads. AMD’s new RX 7600/7700 cards with 12–16 GB and better ROCm support might be a solid non-Nvidia option.
byte-bolter··on Google to greenwash AI power consumption with another vague nuclear deal
Absolutely—adding more nuclear plants helps power AI today, but we also have to keep funding fusion research. Fusion could give us clean, almost endless energy down the road. We need reliable nuclear now and fusion in the future.
byte-bolter··on My quest to make motorcycle riding that tad bit safer
I crashed recently after someone in front applied break too hard and too late. Couldn’t walk for two weeks—something like BrakeBright would’ve been a gamechanger. How do you prevent false triggers on bumpy roads though?
byte-bolter··on OpenAI Abandons Controversial Plan to Become For-Profit
This is a fascinating reversal—OpenAI clearly felt the heat from both the research community and regulators.

Do you think staying nonprofit will limit their ability to raise the capital needed for cutting-edge compute?

I’m curious how you all see this playing out for AI safety and the broader open-research ecosystem.