Why You Shouldn’t Use LLMs for Every Decision: Building Fast, Calibrated AI Agents with Jev If you build autonomous AI agents in production, you are familiar with the latency bottleneck. A standard agent workflow operates in an iterative loop: perceive → decide → act → evaluate. In early implementations, developers defaulted to routing every step […]
Building a Production‑Grade File Compression Utility in Python We built an open‑source Python tool that shrinks 30–50 MB PDFs and images down to under 2 MB — with readable output, a desktop GUI, Docker support, CLI, and a one‑click .exe build. This post explains how it works under the hood. The Problem Nobody Talks About […]
The other day, my client asked for something that sounded simple at first – he wanted an alert in his inbox whenever the date changed on a specific website. And, of course, the first thought that came to my mind was: “Yes, that’s doable with Python!” Because that’s what I have always done in my […]
Introduction Pycon India 2025 is the national level yearly Python Conference which was held in Bengaluru this year. In TTN, we target to visit this event each year to keep us up-to-date about what is happening in India’s Python Ecosystem. This year, two of us visited and experienced this 2 day long event which covered […]
Using LangGraph to Create an AI Agent- Beginner Guide Are you ready to create an AI agent effectively? In this post, we’ll use LangGraph, a robust framework for developing stateful, multi-step AI applications, to develop a basic candidate shortlisting agent that will demonstrate multiple LangGraph features. What is LangGraph? LangGraph, built on Langchain, is a […]
Introduction I recently went through a wild but rewarding ride optimizing a heavy pandas-based reconciliation workflow. What started as a slow, clunky piece of code eating up over 48 hours, ended up getting polished into a lean, mean 6-minutes machine. I wanted to share my story – not as a tutorial, but as a real-world […]
GIDS-2025The Great International Developer Summit (GIDS) 2025, held at IISc Bangalore from April 22nd to 25th, 2025 delivered an exceptional, next-level experience. The summit brought together world-class visionaries, engineers, researchers, authors, architects and product leaders from across the globe to share their wisdom, expertise, passion, insight, knowledge and rich experience. The theme of the event […]
In the evolving landscape of artificial intelligence, creating AI applications that provide accurate, contextual, and reliable responses has become increasingly crucial. Retrieval-augmented generation (RAG) emerges as a powerful framework that addresses this challenge by combining the strengths of information retrieval with generative AI models. In this comprehensive guide, we’ll explore how to build a robust […]
Introduction As software engineers passionate about Python, attending PyCon India 2024 in Bengaluru was an incredible opportunity that we couldn’t miss. With support from our office, the journey from Noida to Bengaluru transcended mere travel between cities. It was an immersive exploration into Python’s dynamic ecosystem, its thriving community, and the boundless opportunities it offers. […]
