Agentic LLM & Industrial GenAI Applications
Developed and deployed industrial LLM, VLM, and agentic systems, including function-calling models, Speech-to-Robot, Text-to-SQL, and cross-factory GenAI applications.
Generative AILLMVLMAgentic SystemsFunction-CallingSpeech-to-RobotText-to-SQL
Agentic LLM & Industrial GenAI Applications
I developed and deployed several industrial Generative AI and Large Language Model (LLM) applications across manufacturing environments.
Key Applications
- Cross-Industry GenAI Deployment: Built LLM, VLM, and agentic systems for petrochemical, steel, and electronics manufacturing scenarios.
- Agentic Function-Calling Models: Fine-tuned Mistral-7B and Llama-3-8B specifically for agentic and function-calling purposes. Achieved a remarkable 98.6% accuracy in robotic manipulation scenarios, outperforming both GPT-4 and Llama-3-70B-Instruct.
- Speech-to-Robot System: Created an application allowing natural language communication with NVIDIA Omniverse, robotic arms, and production lines. Optimized the architecture to deliver response times 6x faster than standard LangChain implementations.
- Text-to-SQL: Developed an intelligent Text-to-SQL application capable of querying databases with an 80% accuracy rate, streamlining data retrieval for non-technical staff.