README.md

---
title: FinOptix-14B
emoji: 💰
colorFrom: green
colorTo: blue
sdk: gradio
sdk_version: 6.18.0
app_file: app.py
pinned: false
license: apache-2.0
short_description: Your FinOps architect in 14 billion parameters
---

# FinOptix-14B — FinOps Command Center

[![Demo Video](https://img.shields.io/badge/Demo-YouTube-red)](https://www.youtube.com/watch?v=9qMdzZVqS2Q)
[![Model](https://img.shields.io/badge/Model-HuggingFace-yellow)](https://huggingface.co/ccortezb/FinOptix-14B)
[![GGUF](https://img.shields.io/badge/GGUF-Q4__K__M-blue)](https://huggingface.co/ccortezb/FinOptix-14B-GGUF)

An autonomous FinOps specialist running on open weights (Qwen 2.5 14B + QLoRA). Trained for **$3.50**.

## 🎬 Demo Video

https://www.youtube.com/watch?v=9qMdzZVqS2Q

## Capabilities

- **Terraform HCL Auditor** — Rightsizing, tagging, governance findings + optimized code
- **Cost Parser** — AWS cost/anomaly JSON analysis with financial metrics
- **BYaML Governance** — Architecture validation against policies and catalog
- **Ask FinOptix** — Free-form FinOps Q&A with actionable recommendations

## Run Locally (GGUF)

```bash
ollama run hf.co/ccortezb/FinOptix-14B-GGUF
```

## Training Details

| Spec | Value |
|------|-------|
| Base | Qwen 2.5 14B Instruct |
| Method | QLoRA (r=16, α=32) |
| Dataset | 265 gold examples |
| Hardware | Modal A100-80GB |
| Time | 40 minutes |
| Cost | $3.50 |

## Badges Earned (6/6)

✅ Well-Tuned · ✅ Off-Brand · ✅ Field Notes · ✅ Sharing is Caring · ✅ Llama Champion · ✅ Off the Grid

## Author

**Carlos Cortez** — AWS Community Hero, CTO @ BWIT  
[LinkedIn](https://linkedin.com/in/carloscortezcloud) · [X](https://x.com/ccortezb) · [Blog](https://hf.co/blog/ccortezb/finoptix-14b-finops-slm)