JAYAKRISHNAASubramaniyanRavichandran
Engineering intelligence
I design production AI that can reason, remember, recover and earn trust—from clinical copilots to self-healing infrastructure.
Selected systems · 2023—2026
Each system is designed around the harder questions: evidence, memory, failure, cost and human control.
AI/ML Engineer · Sanchu Animal Hospital
A guarded clinical copilot that moves veterinarians through diagnosis in the right order—then validates every recommendation against protocols, literature and model reasoning.
No raw model output reaches the clinician.
AI/ML Engineer · Sanchu Animal Hospital
A multi-graph triage assistant that understands free-form concerns, photographs and mixed inputs—then routes each conversation to the right specialist workflow.
Zero hardcoded keyword routing.
AI/ML Engineer
An internal assistant that searches company knowledge before it speaks, grounding each response in the organisation’s own material instead of generic model memory.
Company truth before model confidence.
Designer & Builder
An eight-agent remediation system that watches delivery pipelines and Kubernetes, gathers evidence, identifies causes and safely resolves low-risk failures.
The model proposes. Deterministic policy decides.
Point of view
Models are only one layer. Useful AI also needs orchestration, evidence, memory, evaluation, observability and a safe way to fail.
Ground before generating. Retrieval and protocol evidence come before confident output.
State is a product decision. Memory is designed for continuity, cost and safe rollback.
Autonomy needs boundaries. Models can propose; deterministic policy controls the blast radius.
Working vocabulary
LangGraph · RAG · LLM evaluation · Prompt systems · Conversational AI
NLP · Computer vision · Classification · Forecasting · Recommendations
Python · FastAPI · SQL · PySpark · Redis · MongoDB · OpenSearch
AWS Bedrock · SageMaker · Lambda · Docker · Kubernetes · CI/CD · MLflow
Experience
Chennai, India
2025 — 2026
Cavin Infotech
Designed and shipped three production LangGraph systems across veterinary triage, clinical decision support and enterprise knowledge retrieval.
2023 — 2025
KMU Techgrid Solutions
Owned machine-learning lifecycles across finance, computer vision and conversational AI, with production deployments on AWS.
2022 — 2023
KMU Techgrid Solutions
Turned operational data into decision-ready reporting and supported early ML and GenAI prototypes for business teams.
Earlier explorations
Deep learning · Image classification
Predictive modelling
Computer vision · Biometrics
Feature extraction · Authentication
Edge AI · Raspberry Pi
B.E. Electronics & Communication Engineering
PRIST University · 2013—2017
Available for the right problem