GPU
4 articles about "GPU".
Several Claude sessions, one GPU: a cross-process render lock in a single file
Several Claude sessions, one GPU: a 183-line Node file lock with atomic 'wx' create, queue not skip, heartbeat, stale-lock cleanup, and first-night results.
Local LLM vs Cloud API Cost: GPU Break-Even
On-prem LLM vs cloud API cost: at ~3,150 requests/month, budget APIs beat a used RTX 3060 Ti ($13.33/mo). API bills scale per token; local cost stays flat.
Multi-Agent AI Orchestration on One 8GB GPU
How to run 4 AI agents on one 8GB RTX 3060 Ti without conflicts: a 3-layer architecture of isolated workspaces, staggered systemd timers, sequential inference.
Running a 4-Agent AI Fleet on a Single NVIDIA RTX 3060 Ti
Four autonomous AI agents on one NVIDIA RTX 3060 Ti with 8GB VRAM: hardware, model, inference speed, systemd setup, costs and 30 days of production data.