Category: AI & Automation
Chasing AI Too Early? Here’s Why It Might Kill Your MVP
It’s 2025, and every startup pitch seems to start with two letters: A.I. From funding decks to founder dreams, AI in MVP development has become a buzzword that investors expect and founders feel pressured to include.
Samrat
AI Agents for Startups: A Practical Guide to Building and Shipping Them with FastAPI
AI agents are moving fast from flashy demos to real product features, but most startups don't know where to draw the line between a good use case and an expensive distraction. This guide breaks down what an AI agent actually is, when it's the right call for your startup, and how to design, build, and deploy a production-ready agent using FastAPI. You'll get a practical architecture breakdown, a step-by-step build guide, a framework comparison, and the guardrails that separate a reliable feature from a support nightmare.
Samrat
RAG for Startups: A Founder's Guide to Building Reliable AI Features in 2026
Retrieval-Augmented Generation (RAG) has become the standard way to make AI features trustworthy, current, and grounded in your own data instead of a model's frozen training set. This founder-friendly guide breaks down how RAG actually works, when it beats fine-tuning, and what it takes to ship a production-ready pipeline with FastAPI and a vector database. You'll also learn the 2026 architectural patterns worth knowing, from hybrid search to Agentic RAG, plus the mistakes that most often cause AI features to fail once real users show up.