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thebharathkumar/README.md

Hey, I'm Bharath πŸ‘‹

Typing SVG

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πŸ’« About Me

Coding GIF

  • πŸŽ“ MS in Computer Science at Pace University Seidenberg (GPA 3.86, May 2026)
  • πŸ› οΈ Currently building multi-agent chatbot platforms, RAG pipelines, and LLM observability dashboards serving multiple university departments
  • πŸ€– Working with Claude on Amazon Bedrock, LangGraph, MCP servers, and production AI infra on AWS & Azure
  • πŸ“š Published 2 ML research papers (Springer Nature, IJARESM) on computer vision and deep learning
  • 🌱 Going deep on agentic systems, evals, and frontier model tooling
  • ✍️ I write about AI engineering on Medium
  • ⚑ Fun fact: I can solve a Rubik's cube in under 2 minutes

πŸš€ What I'm Building

πŸ€– Multi-Agent Chatbot Platform

Production AI assistant platform at Pace Seidenberg using LangGraph orchestration, Claude on Amazon Bedrock, and custom MCP tool servers. Powers multiple university departments with department-specific knowledge bases and routing.

Stack: Python Β· LangGraph Β· Bedrock Β· MCP Β· FastAPI Β· AWS

πŸ“Š LLM Observability Dashboard

End-to-end observability for production LLM workflows: trace capture, eval harness, cost tracking, and drift monitoring. Built to give faculty and staff visibility into model behavior across the platform.

Stack: TypeScript Β· React Β· FastAPI Β· Postgres Β· Azure

πŸ” Open Source @ Artie Labs

Contributing to artie-labs/transfer, a Go-based real-time database streaming platform. PRs covering CONTRIBUTING docs, an Elasticsearch destination, and a Kinesis source consumer.

Stack: Go Β· Kafka Β· Elasticsearch Β· Kinesis

🌿 Plant Disease ML Pipeline

End-to-end CNN pipeline trained on 50,000+ records for plant disease classification, completed during my research internship at Compsoft Technologies and published with Springer Nature.

Stack: PyTorch Β· OpenCV Β· scikit-learn Β· Python

πŸ“š Research Publications

A Deep CNN Approach for Identifying Medicinal and Edible Plants in the Western Ghats

Atlantis Press

Deep learning approach for identifying medicinal and edible plants from the biodiversity-rich Western Ghats using CNNs, supporting conservation and sustainable use of plant resources. Corresponding author.

Driver Drowsiness Detection using AI

IJARESM

Real-time computer vision system for detecting driver drowsiness using facial landmarks and eye aspect ratio analysis to help prevent fatigue-related accidents and improve road safety.

πŸ› οΈ Tech Stack

πŸ€– AI / LLM Engineering

Claude LangChain LangGraph MCP Bedrock Hugging Face OpenAI

🧠 ML / Deep Learning

PyTorch TensorFlow Scikit-learn Keras OpenCV Pandas NumPy

πŸ’» Languages & Backend

Python Go TypeScript C++ FastAPI Node.js React

☁️ Cloud, MLOps & Infra

AWS Azure GCP Docker Kubernetes Terraform Linux

πŸ—„οΈ Databases & Data

Postgres MongoDB Redis Elasticsearch Kafka

πŸ“œ Certifications

Anthropic AWS SAA RHCSA

πŸ“Š GitHub Stats

Activity Graph

🀝 Let's Connect

Portfolio LinkedIn Medium Twitter Instagram

Open to AI Engineer and Software Engineer roles. Currently work-authorized on F-1 OPT.

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  1. agent-triage agent-triage Public

    Ranks multi-agent failures by severity, frequency, and recovery from OpenTelemetry or NDJSON traces. CLI, FastAPI dashboard, OTLP receiver, optional LLM root-cause analysis. pip-installable, typed,…

    Python

  2. mcp-otel-audit mcp-otel-audit Public

    Public audit of four MCP OpenTelemetry instrumentations against the official OTel semantic conventions (v1.40.0). Fully reproducible report and writeup.

    Python

  3. obindoc obindoc Public

    Grounded RAG over a PDF with span-level citations, a verifier loop, and a tamper-evident HMAC-chained audit log. Under 900 lines, 29 tests.

    Python

  4. super-mcp-eval super-mcp-eval Public

    Evaluation harness for MCP servers and the agents that use them: schema compliance, tool-selection accuracy with Wilson 95% confidence intervals, DuckDB persistence, Streamlit dashboard.

    Python

  5. streamsense streamsense Public

    Multimodal human activity recognition on PAMAP2: a late-fusion CNN plus transformer with ONNX export, int8 quantization, and a FastAPI inference server for near-real-time inference on wearable IMU …

    Python

  6. agent-rx agent-rx Public

    Close the loop on agent-triage: diagnose, propose, A/B-test, and accept fixes for multi-agent failures, with a learned prioritizer that decides what's worth fixing.

    Python