geekyroshan

My Blog

Stories about things I have learned, projects I am hacking on,and discoveries worth sharing.

H
Generative AI
Featured6 min read

How I Built a 14B Parameter Avatar System That Runs at 20 FPS

A technical deep dive into deploying Alibaba's WanS2V-14B model on 5x H800 GPUs for real-time avatar generation, covering the streaming pipeline, LoRA fine-tuning, and inference optimization.

Generative AIDeep LearningInfrastructure
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Voice AI
Featured6 min read

Voice AI for 31 Million Citizens: Building Sarathi

How we built the Sarathi Voice Agent to deliver government services in Assamese and Bodo using faster-whisper ASR, Bhashini TTS, and sub-second latency optimization for kiosk deployment.

Voice AINLPSocial Impact
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AI
Featured4 min read

Building Production-Ready RL Agents

A deep dive into creating reinforcement learning agents that work in production environments, with lessons learned from the Fundora project.

AIReinforcement LearningMLOps
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RAG
Featured6 min read

RAG Systems That Don't Hallucinate: Engineering Zero-Trust AI

How we engineered the Aya Knowledge Base with grounding scores, provenance tracking, and hallucination detection to build enterprise RAG that clients actually trust.

RAGEnterprise AISecurity
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AI Agents
Featured4 min read

Shipping AI Agents for Enterprise Clients

How we built and deployed vision-aware AI agents and real estate automation systems at AlysAI for enterprise clients.

AI AgentsEnterpriseAutomation
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MCP
5 min read

The MCP Protocol Will Change How AI Agents Work Together

What the Model Context Protocol is, why it matters for multi-agent systems, and what I learned building MCP-compatible tools at the Lost & Found hackathon.

MCPAI AgentsOpen Source
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MLOps
4 min read

MLOps on Kubernetes: A Practical Guide

Setting up a complete MLOps pipeline on Kubernetes with auto-scaling, model versioning, and monitoring.

MLOpsKubernetesDevOps
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Career
5 min read

Why I Left Web3 to Build AI: A Founder's Journey

A personal reflection on transitioning from building Web3 products at MagicSquare and LunarCrush with 190k+ users to AI engineering and founding Sarathi Studio.

CareerAIStartups