Auto Efficiency Learning Splitquantv2 Enhanci

---
name: auto-efficiency-learning-splitquantv2-enhanci
description: Subquadratic Attention Harvard NVIDIA Arya Tschand Yaosheng Fu Vijay Janapa Reddi Splitting quadrati
auto_generated: true
created: 2026-09-15
source_insight: "Efficiency learning (SplitQuantV2: Enhancing Low-Bit Quantization of LLMs Without GPUs): How do agen"
status: draft
fitness_score: 0
trials: 0
wins: 0
---

# Auto Efficiency Learning Splitquantv2 Enhanci

## Trigger
Use when the agent encounters: Subquadratic Attention Harvard NVIDIA Arya Tschand Yaosheng Fu Vijay Janapa Reddi Splitting quadrati

## 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.