---
id: "AEB-037"
category: "self_improvement"
confidence: 0.93
date: "2026-02-15"
source_file: "Agentic OS Blueprint Research Synthesis (Hardware-Software Co-Design section)"
---

# AEB-037

Automated GPU kernel generation using inference-time scaling (DeepSeek-R1 + NVIDIA) achieved 100% numerically correct kernels for Level-1 KernelBench problems without human programming -- demonstrating that Agentic OS can handle the 'impossible' skill of low-level GPU programming through evolutionary search and verification

## Relationships

