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Scottcjn/ram-coffers

View on GitHub ↗ ★ 174 Python

LLM infrastructure cost reduction via NUMA-aware weight banking: 147 t/s (8.8x stock llama.cpp) on refurbished enterprise POWER8. Self-hosted inference, no cloud APIs. Part of the Proof of Physical AI stack.

3 mentions on Hacker News by 1 person: 2 stories, 1 comment · first 2026-01-19 · latest 2026-01-21

Mentions per year 3 mentions · busiest year 2026 (3)
20082026
  1. ▲ 1
    Subject-based weight routing for LLMs (27 days before DeepSeek Engram)
    story by AutoJanitor · 2026-01-21 · 0 comments
  2. …via O(1) lookup. Same idea. 27 days apart. No connection. DOI: 10.6084/m9.figshare.31093429 GitHub: https://github.com/Scottcjn/ram-coffers DeepSeek paper: https://arxiv.org/abs/2601.07372 Running on "obsolete" POWER8 hardware, I hit 147…
  3. ▲ 2
    RAM Coffers– I built conditional memory for LLMs 27 days before DeepSeek'sEngram
    story by AutoJanitor · 2026-01-19 · 1 comment