Welcome Back / AI tooling

Discussion
AI code completion
Cursor
Claude Code
GitHub Copilot
Sovle It
How has your workflow changed over the past year
Author

ML Squamish

Published

December 11, 2025

This event was attended by 9 people all working in tech or using ML/AI systems in some form.

We opened up discussion around peoples’ experience using AI tooling in their work. What new workflows have people found, and are they more productive as a result of it?

There was a diverse set of points of view and experiences.

One thing that stood out as a common theme was the need to stay on top of context management when using an LLM for image, language or code generation. Once the context window starts to get polluted with bad ideas or code, it’ll continue to deteriorate, and it’s hard to get the LLM back on track. To counter this, there is context editing functionality available in Cursor. Also the Solve-It platform allows users to edit LLM outputs to make sure context improves throughout the dialogue, rather than degrading.

Other points discussed: