⚡🛡️ Evan Pappas

lol. death by the trio

i'm opensourcing my playbooks; up and running automation to have a local RL & inference cluster on a GB10 (DGX Sparks, ASUS Ascent GX10, etc..)

github.com/epappas/gx10-c…

bruh.. 🤣🤣😂

An agent loop that passes every test it has can run seven times slower the moment it shares a cluster, with nothing inside it changed.

open.substack.com/pub/hyperautom…

A KV cache hit skips prefill, so it comes back faster than a miss. Roughly 0.6s vs 4.3s on a repeated 10K-token prompt.

Time the response and you learn "has my neighbor prompted this exact text?" No access to their data required.