FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution · HackerPapers discussions

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — HN submission

Mon, 02 Nov 2026 05:52:57 GMT

FreeToken: Datacenter-class intelligence on the hardware you own

3 points; 3 discussion replies on HN. Paper and source history. A submission is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — mentioned by car

Sat, 31 Oct 2026 21:49:13 GMT

Paper: https://arxiv.org/abs/2608.16157 yt: https://www.youtube.com/watch?v=8n4Uo47CadY

Paper and discussion history. A mention is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — HN submission

Sun, 30 Aug 2026 13:28:45 GMT

FreeToken: Efficient Edge-Native Moe Serving with Bandwidth-Adaptive Execution

2 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — HN submission

Mon, 24 Aug 2026 23:10:29 GMT

FreeToken: Efficient Edge-Native Moe Serving with Bandwidth-Adaptive Execution

1 point; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — mentioned by gravypod

Sat, 22 Aug 2026 13:51:42 GMT

The linked paper is a much more interesting read: https://arxiv.org/pdf/2608.16157 I think there are many other significant inference improvements which an be built out that are being ignored because the API between client and inference stack would be tricky to nail down. This is not a criticism of the research but instead the presentation but the repo looks very fishy, it isn't clear that this is from a bunch of researchers from Berkley. It also does not make very clear (on the GitHub) what optimizations or performance they are targeting.

Paper and discussion history. A mention is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — HN submission

Sat, 22 Aug 2026 08:50:18 GMT

FreeToken: Efficient Edge-Native Moe Serving with Bandwidth-Adaptive Execution

3 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

FreeToken: Efficient Edge-Native MoE Serving with Bandwidth-Adaptive Execution — HN submission

Fri, 21 Aug 2026 23:49:16 GMT

FreeToken: Efficient Edge-Native Moe Serving with Bandwidth-Adaptive Execution

4 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.