Towards Dev - Medium

AI adoption in Snowflake is moving fast. From Cortex AI Functions and Cortex Agents to Cortex Analyst, Cortex Search, and Cortex Code (CoCo), organizations now have a growing set of AI capabilities available directly within the Snowflake platform. But as AI usage expands, so does the need for governance, cost control, visibility, and responsible access.

Tokens are the currency of the AI Era.

Every request that hits an Express server doesn’t go straight from “arrived” to “answered.” In between, it can pass through a series of checkpoints — each one inspecting, modifying, logging, or validating the request before deciding whether it should continue on to the next step. That series of checkpoints is m...

Think back for a second: when was the last time you wrote a function from scratch without opening an AI tab at all?

As software engineers, our personal blogs and notes often end up as chronological archives — hundreds of Markdown files, JSON payloads, and code repositories scattered across years of work. Traditional vector search (standard Retrieval-Augmented Generation, or RAG) helps find keywords and paragraphs, but it fails when a query requires understanding how disparate technical dec...