Field notes

What we learned shipping it.

18 posts · page 1 of 3
LLM vs SLM / ELM
Fundamentals

LLM or SLM/ELM?

One giant general model, or a fleet of small specialised ones? We weigh Rich Sutton’s Bitter Lesson against Snorkel’s case for small models — and land on building for the future while solving for today.

By Kartik BansalJune 18, 20267 min readRead post
AI agents in manufacturing
AI Agents

AI Agents in Manufacturing: Boosting Productivity and Reducing Downtime

Explore how AI agents are driving efficiency, quality control, and safer operations on the factory floor. See what’s next in AI-driven manufacturing.

By Kartik BansalJune 15, 20259 min readRead post
AI agents in financial services
AI Agents

AI Agents in Financial Services: Use Cases, Benefits, and Future Trends

Discover how AI agents are transforming financial services — from fraud detection and credit scoring to customer service and trading. Learn their types, technologies, and future impact.

By Kartik BansalJune 15, 202510 min readRead post
Defining AI agent problem statements
AI Agents

How to Define AI Agent Problem Statements for Maximum Business Impact

Learn how to identify high-impact opportunities for AI agents. This guide helps business and tech leaders define the right use cases and avoid costly missteps.

By Kartik BansalJune 5, 20258 min readRead post
Knowledge graph embeddings
Knowledge Graphs

What Are Knowledge Graph Embeddings? A Beginner-Friendly Guide

Learn what knowledge graph embeddings are and how they help machines uncover relationships, improve predictions, and make smarter decisions.

By Kartik BansalJune 4, 20258 min readRead post
What are AI agents
AI Agents

What Are AI Agents? How They Work and Why They Matter for Businesses

Understand AI agents, their types, and how they automate workflows. Explore their real-world benefits, challenges, and use cases across industries.

By Kartik BansalJune 2, 202510 min readRead post