Tuhin Sharma
Co-Founder & AI Architect
Co-founder of Bionic and veteran enterprise AI consultant. Specializes in small language models (SLMs), cost-optimized enterprise agent routing harnesses, domain-adapted fine-tuning, and robust retrieval-augmented generation for regulated industries.
Areas of focus
Professional niches
Proof of Work
Small Language Model (SLM) Fine-Tuning and Inference Optimization
Engineered domain-specific distillation pipelines compressing 70B parameter models into 3B-7B parameter edge models for on-premise enterprise deployment with zero data leakage.
SLMs have lower zero-shot generalization on tasks outside the fine-tuning training distribution.
Context: Phi-3, LLaMA-3-8B, LoRA / QLoRA, vLLM, TensorRT-LLM.
View missionEnterprise Agent Routing with Model Cascades and Latency Guardrails
Architected semantic routing proxies that direct routine classification to cheap SLMs while escalating complex reasoning tasks to frontier LLMs, slashing cloud compute costs by 65%.
Threshold calibration requires ongoing monitoring to prevent misrouting edge-case queries to smaller models.
Context: Semantic router, embedding cosine similarity, GPT-4o, LLaMA-3-8B-Instruct.
View mission