Auto Efficiency Learning Show Hn

---
name: auto-efficiency-learning-show-hn
description: Cold start — every GPU, every model size GPU Model ZSE vLLM Speedup NVIDIA T4 (16 GB) Qwen2.
auto_generated: true
created: 2026-09-15
source_insight: "Efficiency learning (Show HN: ZSE – Open-source LLM inference engine with 3.9s cold starts): How do "
status: draft
fitness_score: 0
trials: 0
wins: 0
---

# Auto Efficiency Learning Show Hn

## Trigger
Use when the agent encounters: Cold start — every GPU, every model size GPU Model ZSE vLLM Speedup NVIDIA T4 (16 GB) Qwen2.

## Verification
- [ ] The skill produces the expected output for its domain
- [ ] No errors in execution
- [ ] Insight quality: actionable and specific

## Notes
Auto-generated from internet insight (Knowledge-to-Action pipeline).
Darwin will trial this skill; it gets promoted only if it wins arena fights.