Wildstash/business-strategy-grpo-v2

Business Strategy AI Agent (GRPO Fine-tuned)

Overview

This is a fine-tuned version of Qwen/Qwen2.5-3B-Instruct using GRPO (Group Relative Policy Optimization) for business strategy reasoning tasks.

Training Details

• Base Model: Qwen/Qwen2.5-3B-Instruct (3B parameters)
• Method: LoRA + GRPO (Group Relative Policy Optimization)
• Dataset: 1000+ business strategy cases
• Training Framework: TRL (Transformer Reinforcement Learning)
• LoRA Rank: 16
• LoRA Alpha: 32
• Epochs: 2
• Learning Rate: 5e-05

Usage

from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel

# Load base model
base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-3B-Instruct")
model = PeftModel.from_pretrained(base_model, "Wildstash/business-strategy-grpo-v2")
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-3B-Instruct")

# Generate strategy
prompt = "How should a startup compete against established market leaders?"
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=512)
print(tokenizer.decode(outputs[0]))

Example Output

Input: "B2B SaaS with 30% month-3 churn despite NPS 45. Propose a 90-day plan to reduce churn to <15%."

Output:

<strategic_analysis>
**Framework:** Systems Thinking

Root Cause Analysis: Poor customer service responsiveness

Organizational Impact:
- Customer Service team: 15 FTEs
- Product team: 5 FTEs
</strategic_analysis>

<action_plan>
1. Cross-train support team (Owner: Product Manager; Timeline: 6 weeks; Budget: $0.27M)
2. Launch loyalty program (Owner: Marketing Director; Timeline: 5 weeks; Budget: $0.16M)
3. Implement feedback loop (Owner: CTO; Timeline: 6 weeks; Budget: $0.15M)
</action_plan>

Training Dataset

Trained on a curated dataset of 1000+ business strategy scenarios including:

• Market entry strategies
• Churn reduction plans
• Digital transformation
• M&A strategies
• Competitive positioning

Performance

• Inference Speed: 1-2s per query (GPU), 30-60s (CPU)
• Output Quality: Structured, actionable business strategies
• Framework Coverage: 15+ strategic frameworks

Citation

@misc{business-strategy-grpo-2024,
  title={Business Strategy AI Agent with GRPO},
  author={Wildstash},
  year={2024},
  publisher={Hugging Face},
  howpublished={\url{Wildstash/business-strategy-grpo-v2}}
}

License

Apache 2.0