Background and measurements behind the thresholds in SKILL.md.
run-pi.sh in this directory launches pi in print mode on verda/ds4-flash
inside bubblewrap. The model is DeepSeek-V4.1-Flash self-hosted on DataCrunch
(zero marginal cost): 552B MoE, 16B active, 1M context, and per its tech
report on par with Opus-5 / GPT-5.6 on agentic coding at max reasoning effort
(DeepSWE v1.1 74.2 vs 74.0, Terminal-Bench 2.1 90.6 vs 89.1). "Flash" means