Just "rediscovered" batching and swarming while running models locally.

Wait 5 sec.

Running one harness/agent gives overall less tokens-per-second (tps) than running multiple agents at the same time. Who'd have thought? Though each agent has slower tps and a smaller cache, on average they are much more efficient overall in the token generation. I'm Running a 3090 with 24gb of VRAM. Qwen3.8 27B Q4_K_M Context: 197k Of course the more agents you have, the less context each gets. Thus one needs to auto-compact / loop efficiently. This way one can run multiple agents on one piece of hardware and maximise the burn-rate without increasing the energy used. From there swarms can be allowed, were each agent has the ability to spawn as many sub-agents with small tasks upto the optimum amount of agents per machine (12 on mine). Agents generating Total tok/s Per agent 1 30 30 2 46 23 4 64 16 6 74 12 8 78 10 12 110 9 16 111 7   submitted by   /u/Mchanger [link]   [comments]