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  • XenophileJKO 11 minutes

    I'm still kind of surprised that people are targeting edge deployment of MoE models. By definition they optimize for computation cost at the expense of memory efficiency. We generally need the opposite on the edge.

    I'm hoping to see more work in the other direction with cyclic/looped transformers and other memory dense approaches.

  • VikRubenfeld 55 minutes

    You've likely heard about this - he'd probably like to talk to you and might potentially give you some good PR.

    https://www.youtube.com/watch?v=rAzT5lcezPs&t=467s

    smokel 16 minutes

    For those too lazy to watch someone talk on video for ages to make a point:

    The link is to a famous YouTuber called PewDiePie and he uses a local LLM to parse his email, to save time with that. They have an autoreply system and get notified about urgent matters.

    guanming0717 46 minutes

    Thanks for sharing! I'd love to chat with him. Would you be open to introducing us? :)

  • rohansood15 5 minutes

    Have you benchmarked against other 3-bit dynamic quants like Unsloth? I am sorry but this framing against a full precision, newer, smaller MoE just seems misleading.

    guanming0717 1 minutes

    Yes I did, with other SOTA quant methods like HQQ, AWQ etc. You can find more info in our blog :) https://general-instinct.com/blog/frontier-moe-sub-4-bit