Blog
Latest insights.
Practical articles on production AI by Amar Sohail: generative and agentic AI, RAG, model fine-tuning, image and video generation, and MLOps.
AI/ML · Latest
Scaling AI Content Pipelines with ComfyUI: LoRA Training, Voice Cloning & Video Generation
A practical guide to building production-scale AI content generation systems using ComfyUI, Flux, SDXL, LoRA training, voice cloning, and video generation — drawn from building Dataism, a platform that generates 100+ characters per hour.
· 11 min read
AI/MLBuilding Production-Ready RAG Pipelines with LangChain
A practical guide to building Retrieval Augmented Generation pipelines that actually work in production — covering LangChain, vector databases, Pinecone, and the hard lessons learned.
· 8 min read
DevOpsKubernetes at Scale: Lessons from Running 200+ Microservices
Hard-won lessons from managing a Kubernetes cluster running over 200 microservices — covering resource tuning, service mesh, CI/CD pipelines, and the operational realities of cloud native at scale.
· 9 min read
AI/MLFine-Tuning LLMs for Domain-Specific Applications
How we fine-tuned large language models for specialized business use cases — from dataset preparation and training strategies to VRAM optimization and production deployment.
· 10 min read
BackendEvent-Driven Architecture with Kafka and Spring Boot
Lessons from migrating a monolithic order processing system to an event-driven architecture using Apache Kafka — covering schema design, error handling, and exactly-once semantics.
· 8 min read
DevOpsTerraform Best Practices for Multi-Cloud Infrastructure
Battle-tested Terraform patterns for managing infrastructure across AWS, Azure, and GCP — from module design and state management to FinOps and cost optimization.
· 8 min read
AI/MLAgentic AI Systems: From Concept to Production
A deep dive into building production agentic AI systems — covering agent architecture, persistent memory, human-in-the-loop patterns, and the governance challenges of autonomous AI.
· 10 min read
AI/MLMulti-Agent Orchestration with CrewAI, LangGraph & OpenAI Swarm
A hands-on comparison of multi-agent orchestration frameworks — CrewAI, LangGraph, AutoGen, and OpenAI Swarm — with real code examples and production lessons.
· 9 min read
AI/MLBuilding AI Pipelines with n8n, MCP & Claude Code
How we built automated AI pipelines using n8n for workflow orchestration, MCP (Model Context Protocol) for tool integration, and Claude Code for intelligent automation.
· 9 min read
AI/MLMultimodal AI & Vibe Coding: The Future of Software Development
Exploring how multimodal AI — from image and video generation to speech-to-text — is converging with vibe coding to transform the software development experience.
· 10 min read