Content by Gaurav Bhardwaj (2)

Dustin Ellis outlines practical ways to keep GitHub Copilot usage predictable under usage-based billing, focusing on token drivers like model choice, context size, and tool/agent usage. The post includes concrete prompting patterns, team guardrails, and lightweight policy ideas to reduce waste without losing the benefits of AI-assisted development.

Gaurav Bhardwaj describes a hybrid Azure-based document extraction architecture for construction drawings and project documentation, combining deterministic field extraction with bounded LLM verification. The post breaks down the event-driven pipeline, confidence gating, cost trade-offs, and the security controls needed to run this kind of document intelligence workflow in production.