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Author: Ullas Das
Prompt vs repeatable AI system
A better prompt can improve one answer. It cannot make an AI system repeatable. Prompt engineering clarifies the request through intent, context, and constraints. One optimizes the first response.The other optimizes repeatability, evidence, and recovery. The practical question is not whether prompts matter. It is whether the system can detect a weak result and improve…

AI in Finance: I Just Time-Traveled to 2022, and You Should Too!
AI is revolutionizing financial services, and I recently discovered Sameena Shah’s JPMorgan AI insights—albeit two years late! Her 2022 talk on AI in finance explored how machine learning and automation are driving innovation in banking, from AI-powered trading and financial risk management to AI-driven compliance in Know Your Customer (KYC) and anti-money laundering operations. Fast…

Say Goodbye to APIs? Is AI Operator Making APIs Obsolete?
For years, APIs have been the backbone of the internet, quietly powering everything from banking apps to cat video recommendations. But with AI operators now filling forms, clicking buttons, and practically taking over digital interactions, do we even need APIs anymore? Is this the beginning of the API apocalypse? Or just another tech panic? Before…