Abishek Ganesh

State-of-the-Art AI Implementation Specialist

State-of-the-art AI implementation specialist passionate about RAG systems, AI agents, and whatever breakthrough comes next. Expert in leveraging truly cutting-edge technologies in smart ways that help companies and their users. 5+ years deploying the latest AI innovations in production - from advanced RAG with hybrid search to multi-agent orchestration.

Professional Experience

RAG Systems Mastery

  • Advanced retrieval: hybrid search, semantic + keyword fusion
  • Multi-stage reranking and relevance optimization
  • Dynamic chunking and context window management
  • Knowledge graph integration for enhanced reasoning
  • Production RAG serving millions of queries daily

AI Agent Development

  • Single-agent systems with tool use and reasoning
  • Multi-agent orchestration and communication
  • ReAct, Chain-of-Thought, Tree-of-Thought paradigms
  • Custom agent frameworks for specific domains
  • Agentic process automation at enterprise scale

Latest Foundation Models

  • GPT-5, Claude 4.1 Opus, Gemini Pro, Llama 3.1 in production
  • Fine-tuning and prompt engineering for optimal performance
  • RLHF and constitutional AI implementations
  • Multi-modal model deployments
  • Always first to implement the next breakthrough

Production Excellence

  • Real-time inference with sub-100ms latency
  • Auto-scaling ML infrastructure handling millions daily
  • Fault tolerance and graceful degradation
  • Comprehensive observability and monitoring
  • 60% MTTR reduction through strategic architecture

Technical Expertise

Mastery of truly state-of-the-art AI technologies - always implementing what's next

AI Consulting Practice

— State-of-the-Art AI Implementation Specialist
2024 - Present
  • Implement cutting-edge AI: advanced RAG systems, AI agents, multi-agent orchestration
  • Deploy latest models (GPT-5, Claude 4.1 Opus, Gemini Pro) - always first to production
  • Reduced system MTTR by 60% through strategic AI architecture and debugging
  • Help Fortune 500 companies leverage truly state-of-the-art AI (not just buzzwords)

AI Bootcamp

— Lead AI Instructor
March 2025 - September 2025
  • Teaching 20+ students the absolute latest in AI - including RAG systems and AI agents
  • Philosophy: teach what's actually being used in production today and prepare for tomorrow
  • Covering Python fundamentals through state-of-the-art generative AI implementations
  • Creating next generation of AI engineers who understand cutting-edge technologies

Limbik

— Senior Lead Data Scientist
2023 - 2024
  • Led team implementing cutting-edge AI for mental health applications
  • Built production RAG system for clinical knowledge retrieval
  • Deployed state-of-the-art NLP models for patient interaction analysis
  • Achieved 99.9% uptime on real-time ML systems serving healthcare providers

Amazon Web Services

— Software Development Engineer
2022 - 2023
  • Worked on AWS Chime SDK development
  • Built scalable communication infrastructure
  • Implemented real-time video/audio processing features
  • Collaborated with cross-functional teams on cloud services

mpathic

— Senior Machine Learning Engineer
2022
  • Implemented advanced RAG systems for medical data analysis - first in healthcare
  • Built multi-modal AI processing clinical text and medical imaging
  • Achieved sub-100ms latency on production inference systems
  • Pioneered use of transformer models for clinical decision support

Big Health

— Data Science & Commercial Operations Lead
2017 - 2021
  • Led data science initiatives for digital therapeutics platform
  • Built predictive models for user engagement and outcomes
  • Managed commercial operations and analytics infrastructure
  • Scaled data operations from startup to series B funding

Key Projects & Achievements

Measurable AI impact across industries - from stealth startups to Fortune 500

AI Consulting Practice

— State-of-the-Art AI Implementation Specialist
2024 - Present
  • Implement cutting-edge AI: advanced RAG systems, AI agents, multi-agent orchestration
  • Deploy latest models (GPT-5, Claude 4.1 Opus, Gemini Pro) - always first to production
  • Reduced system MTTR by 60% through strategic AI architecture and debugging
  • Help Fortune 500 companies leverage truly state-of-the-art AI (not just buzzwords)

AI Bootcamp

— Lead AI Instructor
March 2025 - September 2025
  • Teaching 20+ students the absolute latest in AI - including RAG systems and AI agents
  • Philosophy: teach what's actually being used in production today and prepare for tomorrow
  • Covering Python fundamentals through state-of-the-art generative AI implementations
  • Creating next generation of AI engineers who understand cutting-edge technologies

Limbik

— Senior Lead Data Scientist
2023 - 2024
  • Led team implementing cutting-edge AI for mental health applications
  • Built production RAG system for clinical knowledge retrieval
  • Deployed state-of-the-art NLP models for patient interaction analysis
  • Achieved 99.9% uptime on real-time ML systems serving healthcare providers

Amazon Web Services

— Software Development Engineer
2022 - 2023
  • Worked on AWS Chime SDK development
  • Built scalable communication infrastructure
  • Implemented real-time video/audio processing features
  • Collaborated with cross-functional teams on cloud services

mpathic

— Senior Machine Learning Engineer
2022
  • Implemented advanced RAG systems for medical data analysis - first in healthcare
  • Built multi-modal AI processing clinical text and medical imaging
  • Achieved sub-100ms latency on production inference systems
  • Pioneered use of transformer models for clinical decision support

Big Health

— Data Science & Commercial Operations Lead
2017 - 2021
  • Led data science initiatives for digital therapeutics platform
  • Built predictive models for user engagement and outcomes
  • Managed commercial operations and analytics infrastructure
  • Scaled data operations from startup to series B funding

Education

Georgia Institute of Technology

M.S. Computer Science
2019-2021
GPA: 4.0
Specialization in Machine Learning and Artificial Intelligence
2009-2013
Focus on Applied Mathematics and Computer Science

De Anza College

A.A. Marketing Management
2015-2016
GPA: 3.9
Business and Project Management focus

Ready to Deploy Tomorrow's AI Today?

I help companies implement truly cutting-edge AI - RAG systems, AI agents, and whatever breakthrough comes next. Let's leverage the latest technologies in smart ways that help your users.