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- 🔬 Passionate about LLMs · AI Agents · Tool Calling · Generative AI
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Prompt-Driven Tool-Calling for Lightweight Open Source LLMs
Conference: 3rd International Conference on Artificial Intelligence and Sustainable Computing for Smart Cities (AIS2C2 2025)
Author: Pawan Yadav · Pages: 493–497 · ISBN: 978-93-94086-43-2
What problem does this research address?
As Large Language Models become more capable, one major challenge remains: how can smaller, open-source LLMs perform complex tasks without requiring massive computational resources?
This research explores a prompt-driven tool-calling framework that enables lightweight open-source LLMs to:
✅ Use external tools effectively
✅ Perform multi-step reasoning workflows
✅ Reduce dependence on large proprietary models
✅ Move us closer to practical, cost-efficient AI agents in resource-constrained environments
I strongly believe the future of AI is not just about bigger models — it's about making intelligence more accessible, efficient, and deployable in the real world.
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