WhatsApp Ava Bot

Built an AI character, Ava, with time-aware behavior and image generation based on imagined daily events. Inspired by a YouTube demo, with speech powered by Eleven Labs.

Google-ADK A2A MCP Multi Agent GCP Cloud Run

GitHub Blog

Health Dashboard & Trends

Created a LangGraph multi-agent app that processes health reports, cleans PII, extracts trends, and explains results via natural queries. Chainlit provides a simple interactive UI.

Multi Agent Docker ADK ADK-Callbacks PII Removal ADK-Web ADK-Artifacts-Upload

GitHub Blog

Email Manager Assistant

Deployed N8N workflows on Google Cloud Run to automate email triage—spam cleanup, priority tagging, and Slack summaries. Used Docker and Secret Manager for secure, scalable operations.

N8N GCP Cloud Run Evaluations & Scoring Gmail Pinecone

GitHub Blog

SLMs for Edge Devices

Researching and building SLMs for edge devices to create autonomous personal assistants with capabilities like phone receiver, offline translator uing SLM techniques like quant, FLOE, etc.

RAG Llama.cpp FLOE FAISS

GitHub Blog

AI Bootstrap Project

Series of minimal features critical to get started with AI projects, without having to reinvent the initial setup wheel all over again.

RAG Docker Evaluations & Scoring Opik Pinecone

GitHub Blog
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Comfy UI Setup On AWS w Extensions

I setup a comfy UI rig on an EC2 instance to play around with image generation using open source Flux, SDXL models and LoRAs. While setting up manually was excruciating, it was a good learning curve. Nowadays, docker images are available for easy setups.

Stable Diffusion ComfyUI LoRA AWS

GitHub Blog Blog

Training LoRA Models

Most multimodal GPTs were not able to generate the new Hyundai Tucson model with the new wing-like DRLs. They generated only 2022 model. Probably trianing data cutoff. I decided to create a LoRA model that generates accurate Hyundai Tucson models.

LoRA Training Flux Replicate

GitHub Blog

Media Server On Raspberry Pi

Raspberry Pi w USB setup to host NFS server on home LAN. Allows downloaded media (TV shows, Movies) to be copied to attached USB storage via phone, and can eventually be played on smart TV using NFS server hosted on VLC.

Raspberyy Pi NFS Server SSH Termux VLC

GitHub Blog    Blog

Resiliency Automation Framework

End-to-end game-day automation for Chase Travel — orchestrating load injection, chaos injection, monitoring, and reporting to reclaim 5–6 hours per engineer per day. An AI layer was added to synthesize experiment results into structured summaries for compliance documentation.

AWS Step Functions Lambda FIS Gremlin DynamoDB Office DB-Streams

GitHub Blog

Automated Infrastructure Provisioning, Cost Management

Reduced onboarding time from 4 days to less than 8hrs. Architected a multi cloud provisioning system to automate onboarding of client data to TeraData systems with modular features and validation. Reduced operational costs from $80,000 to less than $3000 every weekend. Created dashboards to show cost optimisation charts. Created scripts to auto shutdown test VMs and resources over the weekend.

Azure AWS GCP On-Demand Office Infrastructure-Provisioning

GitHub Blog