Published: August 2026 | Reading Time: 13 min | Category: AI & Software Development There is a version of software development that most businesses still believe in the one where you hire a team of developers, wait six to twelve months, spend $100,000 or more, and hope the product that comes out the other side...
Published: July 2026 | Reading Time: 13 min | Category: AI & Software Development Not long ago, the question was whether AI had any real place in software development. Today, that question feels almost quaint. 92% of US developers use AI coding tools daily. GitHub is seeing a billion commits a year. Teams that used...
Everyone has the idea in some form a note on their phone, a sketch on a napkin, a rant to a friend that starts with “you know what would actually solve this?” The idea part is never the hard part. What’s hard is everything between “wouldn’t it be great if” and someone actually using the...
Say a loan gets approved at 4:45pm on a Friday. At a lender with tight LOS–core banking integration, the account exists and funds are already moving before anyone leaves the office. At a lender without it, someone’s got two systems open, copying numbers by hand, hoping nothing gets fat-fingered before Monday. That gap between a...
How an Ops Compliance team eliminated manual review of thousands of home-equity loan agreements building an AI-powered pipeline that extracts over a hundred structured fields from each document, runs every ten minutes, and never processes the same loan twice. Note: This case study describes a real production pipeline. Specific identifiers table names, bucket names, webhook...
How an Ops Compliance team turned thousands of dense legal PDFs into clean, auditable data using n8n, a data warehouse, object storage, and a large multimodal LLM and why almost none of the hard engineering happened in the AI itself. Note on this writeup: This is a design-level breakdown of a real production system. Specific...