Machine Learning, Generative AI & Autonomous Agents
Autonomous multi-agent systems, Generative AI, LLMs & SLMs (Gemini, Llama, Nemotron, Gemma), Reinforcement Learning with Verifiable Rewards (RLVR / GRPO), on-device edge intelligence, multimodal reasoning, Retrieval Augmented Generation (RAG), vector databases, and synthetic data pipelines.
Hackathon Projects & Wins:
- World Cup 2026 Live Predictor: Real-time in-game outcome forecasting using Elasticsearch Serverless, custom ES|QL tools via Elastic Agent Builder MCP server, AWS Bedrock (EIS), Fireworks AI, and Streamlit. (Elastic and AWS Hack Night 2026)
- OrthoStream AI: Multimodal Orthodontic QA Diagnostic Agent & Aligner Simulator: Voice-to-JSON clinical directives via Google GenAI SDK (Gemini 3.5 Flash), SSE streaming with real-time 3D mesh comparisons, holographic X-ray viewports, and clinical assertion reports on Google Cloud Run. 3rd place podium at the Google I/O Build with AI Hackathon x Google Cloud Labs 2026.
- CivicAurAI: Civic infrastructure hazard detection via dashcam/mobile video GPS telemetry (CivicAurAIRecorder), RocketRide AI multimodal pipeline, Spanner Property Graph (CivicGraph) & RDBMS temporal episode deduplication, and district routing. Winner of "Best use of Gemini" and RocketRide special prizes at the Build and solve with AI SF Pre-RSAC Hackathon 2026.
- Eephor: Oversight Agent for Multi-Agent Systems: Specialized oversight LLMs detecting deceptive agents in multi-agent environments (MoltBook/Ethos Academy), estimating hidden
SOUL.mdprofiles, LoRA/PEFT via Unsloth, and RLVR via Group Relative Policy Optimization (GRPO) in OpenEnv. Published moltbook-oversight-llama31-1b and moltbook-oversight-llama-3.2-3b-instruct models on Hugging Face. (Reinforcement Learning Hackathon by Cerebral Valley 2026) - BarackOllama & BarackOllamaCLI: Agentic personalized resume, GitHub portfolio, and cover letter customization suite powered by Google Agent Development Kit (ADK), Gemini, Snowflake, and CrewAI Enterprise. (Llama Lounge Snowflake Agentic Hackathon 2026)
- AI-Q Research Assistant with Universal Deep Research (UDR): Two-level agentic system (LangGraph orchestrator + UDR strategy-as-code dynamic Python executor) synthesizing NVIDIA NIM microservices (Nemotron-Super-49B, Llama-3.3-70B, NeMo Retriever), Docling ingestion, AWS EKS + Karpenter GPU auto-scaling, and CopilotKit streaming UI. (AWS & NVIDIA Agentic AI Unleashed Hackathon 2025)
- ¡alacard!: The Self-Improving Cookbook for AI Agents: Open-source instruction layer and agentic factory that composes, executes, traces, and autonomously repairs Jupyter notebooks using Google ADK, Daytona sandboxes, W&B Weave State-Action-Reward tracing, and Vertex AI / W&B Inference code patch generation. Finalist (top 6 projects) at WeaveHacks 2: Self-Improving Agents Hackathon 2025.
- Stigmergy ODEA (Open Distributed Edge Agents): Decentralized multi-agent swarm intelligence for tactical edge operations and first responders using on-device Google Gemma 3B multimodal models, Android Nearby Connections P2P mesh network, dynamic leader election, and prompt injection defense. (Google Gemma 3n Impact Challenge on Kaggle 2025)
- Public Health Application: Public health surveillance system built with FastAPI, LangGraph intelligent agents (
PublicHealthDashboardAgent), multi-LLM support (GPT-4 / Claude), and FastMCP servers over SSE. (AI Expo SCSP Hackathon by Booz Allen Hamilton & SCSP 2025) - LlamaLink (LlamaLinked): WhatsApp-first professional networking platform with Llama 4 Maverick (17B on Groq), Gumloop scraping, and author's Synthetic Data Generator (via
synthetic-data-kit), Prompt Optimizer (viallama-prompt-ops), and guardrail specifications. (LlamaCon Hackathon hosted by Meta 2025) - Open Multi-Modal Personal Assistant (OpenMMPA): Cross-platform Flutter personal AI companion for smartphones/smartwatches with Gemini 1.5 Flash & Pro, on-device vector DB for personal RAG, multimodal camera vision, native STT/TTS, and Google Chirp speech recognition. (Gemini API Developer Competition 2024)
- Eco Trivia Quiz Application: Low-code / no-code sustainability quiz with Google Agent Builder RAG back-end and FlutterFlow front-end. 2nd place at the GenAI Gemini Hackathon by Google Developer Community (GDC) 2024.
- Eco Oracle Chat Agent: Low-code / no-code conversational agent specialized in Sustainable Development Goals with Google Agent Builder RAG and Streamlit UI. Winner of "Most Likely to Change the World" at Google Cloud Next AI Hackathon 2024.
- LLM Knowledge Agent with RAG Fusion: Cohere Command R + Weaviate + LangChain RAG Fusion solution. 4th place / Top 5 Finalist at the Cohere Coral Hackathon.
- QBRAG (QnA Boosted RAG) Knowledge Agent: Vectara vector database + AnyScale fine-tuning + question_extractor semantic chunking contribution. Winner of Customer Support Category at "RAG: LLMs with your data" Hackathon.
- GeMMAA (Generative Multi Modal Augmented Reality Art): AR mobile app generating 3D art and music from text prompts using Weaviate multimodal embeddings. Winner of the Multi Modal Hackathon by Weaviate at ODSC West 2023 / AIx Innovation Summit.
- cnvrg LLMaaS Knowledge Agent: LLM fine-tuning and Pinecone RAG using cnvrg LLMaaS platform. Winner of LLM Category at Intel Innovation Bridge Hackathon @ Intel Innovation 2023.
- Gen AI Rock Star Challenge: Xeon Fury: Gaudi2 accelerated Stable Diffusion and LLM lyrics generation for an imaginary rock band. Winner of the Intel GenAI Rock Star Challenge @ Intel Innovation 2023.
Core AI/ML Competencies: Multi-Agent Orchestration (ADK, LangGraph, CrewAI), Reinforcement Learning (RLVR / GRPO, TRL, Unsloth), On-Device Inference (Gemma, LiteRT), Advanced RAG & Graph RAG (Cloud Spanner, Weaviate, Vectara, Pinecone), Synthetic Data Generation & Curation (synthetic-data-kit), Prompt Optimization & Red Teaming, Multimodal LLM Systems (Gemini, Llama, Claude, GPT-4, Nemotron).