Jobanpreet Singh Nagra

The Diet Plan Generator creates personalized nutrition plans using highly deterministic, low-entropy LLM inference.
It is engineered for stability, accuracy, and medical-safety-conscious output generation.

Core Technology: Mistral Large (API)

The system operates with Mistral Large set to a temperature of 0.01, ensuring deterministic responses with minimal hallucination risk—important for health-related guidance.

Latency-Aware Architecture

A structured processing pipeline (input validation → BMI computation → prompt construction → model call) enables predictable user-perceived response times during API round-trip operations.

Prompt Optimization & Reliability

A dual-message prompt design (“System” + “Human”) constrains the model to structured output formats.
This minimizes retries, reduces malformed responses, and ensures consistent nutrition plan generation across repeated runs.