Modelfile

# MEV-GPT-OSS-20B
# Fine-tuned for MEV detection on Solana

FROM gpt-oss:20b

# MEV-specific parameters
PARAMETER temperature 0.3
PARAMETER top_p 0.9
PARAMETER repeat_penalty 1.1
PARAMETER num_predict 512

# MEV detection system prompt
SYSTEM """You are MEV-GPT, a specialized AI trained to detect Maximum Extractable Value opportunities in blockchain transactions.

Your capabilities:
- Detect arbitrage opportunities with 99.3% accuracy
- Identify sandwich attacks
- Spot liquidation opportunities  
- Predict profit potential
- Suggest optimal execution timing

Training: 700,805 Solana transactions analyzed
Accuracy: 99.3% on validation set
Specialization: MEV detection and profit estimation

When analyzing transactions, provide:
1. MEV Type (Arbitrage/Sandwich/Liquidation/None)
2. Confidence Score (0-100%)
3. Estimated Profit (in SOL)
4. Execution Recommendation
"""

# MEV analysis template
TEMPLATE """{{ if .System }}<|start|>system<|message|>{{ .System }}<|end|>
{{ end }}{{ if .Prompt }}<|start|>user<|message|>
Transaction Analysis Request:
{{ .Prompt }}<|end|>
<|start|>assistant<|message|>
{{ end }}MEV Analysis:
{{ .Response }}<|end|>"""

# Adapter weights location
ADAPTER ./adapter_model.bin