# Model Compute Simulation

> Build an operator-level compute template for an LLM and estimate FLOPs/MFU for a serving shape. Use when you need tensor shapes, per-op FLOPs, kernel-to-op MFU mapping, or parallelism what-if analysis.

## Facts
- Page: https://tashan.sh/capability/skill-bbuf-model-compute-simulation
- tashan id: skill:BBuf/model-compute-simulation
- Source: https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS
- Type: skill
- Category: cloud
- tashan score: not scored (catalogued only — too little public evidence)
- Adoption: 9.0
- Upkeep: 100.0
- Freshness: 100.0
- Evidence coverage: 84% of the inputs this score can use
- Health: active
- Instruction depth: not yet graded
- Official: no

## Install

```sh
cp -r model-compute-simulation ~/.claude/skills/
```

## Security audit
Not scanned. We audit npm-published capabilities; this one has no npm package we can resolve, or has not reached the queue. This is not a clean bill of health.

---
Measured 2026-08-25 by tashan (https://tashan.sh) from public evidence. Scorer s5.