Abhi Rama Mekala Generative AI Engineer

Abhi Rama Mekala · Bengaluru, India

Generative AI Engineer building practical LLM systems.

I build RAG systems, multi-agent workflows with MCP, and FastAPI services, turning model capability into reliable, real-world tools.

01

Experience

Mar 2026 – Jun 2026 · 3-month internship

AI/ML Intern · AI in Healthcare

WeKan Enterprise Solutions India Pvt Ltd · Bengaluru

  • Built and evaluated machine learning solutions for healthcare problems.
  • Collaborated with a cross-functional team, reporting to Dr. Nandhini K (AI/ML Engineer).
  • Explored practical applications of machine learning, data analysis and AI systems.

02

Projects

Production RAG Platform

Python · LangChain · Qdrant · Langfuse · FastAPI · Docker

  • Hybrid retrieval: Qdrant vector search plus BM25, merged with Reciprocal Rank Fusion and cross-encoder reranking, answering with inline citations.
  • Guardrails block prompt injection and redact PII; relevance and grounding checks refuse unsupported answers.
  • Every step traced for latency, token cost and failures. Ships with a demo UI, pytest suite, Docker Compose and CI.
  • RAG
  • Guardrails
  • Observability
Live demo View on GitHub

Multi-Agent Toolchain with MCP

Python · LangGraph · CrewAI · MCP · FastAPI

  • A planner agent breaks a task into steps; specialist agents execute them, calling external tools through Model Context Protocol servers.
  • Modular codebase with typed interfaces and step-level tracing, so a failed run points to the exact step that broke.
  • Multi-Agent
  • Tool Calling
  • MCP
View on GitHub

ContentForge

Python · FastAPI · OpenAI API · Pydantic

  • Multimodal pipeline that drafts content, self-critiques it and refines the result, returning schema-validated output via Pydantic models.
  • Text and image generation behind one FastAPI service, with retries and validation so malformed model responses never reach the caller.
  • GenAI Pipeline
  • Structured Output
  • Multimodal
View on GitHub

CodeLens AI

Vite · Node.js · Express · Gemini API · GitHub API

  • Takes a GitHub repo URL and generates architecture overviews, code-flow explanations, dependency insights and READMEs.
  • Chat interface for context-aware questions about any codebase, built on a backend that fetches and filters repo structure via the GitHub API.
  • Code Analysis
  • Repo Q&A
  • Developer Tools

SafeTrack · IoT Smart Helmet

IoT · LoRa · GPS · MPU6050 · MQ-135 · Google Maps API

  • Safety helmet for hazardous work sites with GPS backtracking, fall and impact detection, and real-time air-quality monitoring.
  • LoRa link for long-range communication without cellular coverage; helmet data feeds a map view for hazard-zone rerouting.
  • IoT Safety
  • Edge Sensing
  • IEEE Published
97.2%
GPS localisation
93.6%
Fall detection
95.4%
Air-quality monitoring
96.5%
LoRa delivery, ~1.2 km

03

Publication

IEEE · CISCON 2026 · Manipal

SafeTrack: An IoT-Based Smart Helmet for Real-Time Worker Safety and Emergency Response

Md. Tauseef, Akash Reddy L, Abhi Rama Mekala, Ashwini P

2026 Control Instrumentation Systems Conference (CISCON), IEEE · DOI 10.1109/CISCON71603.2026.11709224

Read the IEEE paper

04

Awards

  • 1st Place · Anveshana 3.0 National Level Project Expo

    BMS Institute of Technology and Management · Rs. 60,000 prize for SafeTrack

    2025

  • Finalist · IEEE YESIST12 2025

    International finale, Universiti Kebangsaan Malaysia

    Aug 2025

  • Best Project · IEEE YESIST12 Open House Project Expo

    NMIT Bengaluru

    2025

  • First Runner-up · Jnana Cauvery 2K25

    State-level project expo, PES College of Engineering

    May 2025

Competition results are listed on the REVA University School of ECE Student Achievements page.

05

Skills

LLMs & Agents

  • LangChain
  • LangGraph
  • CrewAI
  • Model Context Protocol
  • OpenAI API
  • Prompt Engineering
  • Guardrails & Evaluation

Retrieval

  • RAG
  • Qdrant
  • FAISS
  • Embeddings
  • BM25 Hybrid Search
  • Reranking

Backend

  • Python
  • FastAPI
  • Pydantic
  • REST APIs
  • Node.js
  • Express

ML & Data

  • scikit-learn
  • TensorFlow
  • NumPy
  • pandas
  • Matplotlib

Tooling & Ops

  • Git & GitHub
  • GitHub Actions
  • Docker
  • Pytest
  • Langfuse / LangSmith
  • Linux

Languages & IoT

  • C
  • JavaScript
  • HTML/CSS
  • LoRa
  • GPS Modules
  • Sensor Integration

06

Certifications

IBM

Anthropic & Google

Other

07

Education & More

Education · 2022 – 2026

B.Tech, Electronics and Computer Engineering

REVA University, Bengaluru

Volunteering · Feb 2025 – Mar 2026

Technical Team Member, SCOPE

Science and technology club, REVA University

Languages

English & Telugu

English: full professional proficiency
Telugu: native

08

Contact

Open to full-time roles in AI/ML, GenAI and Python backend engineering.

Based in Bengaluru and available to join immediately. The fastest way to reach me is email.

abhirama.mekala@gmail.com