Machine Learning Street Talk · Thursday, October 1, 2026
Shawn Wen emphasizes that enterprises require visibility, guardrails, and auditability for AI agents, especially for production use. Direct PR generation and auto-merging from agents are not viable. His platform incorporates visualization components and citation modules to provide transparency and audit trails, ensuring agents operate within defined boundaries and processes.
“because the thing is that just because enterprises wanted to have their visibility their guardrails their or the auditable.”
“So a coding agent just directly spit out PRs and auto-merge would not fly with them. That's why in our platform, we also build a lot of visualization components of the agent. It's like, hey, this is what the flow looks like.”
“There is a citation module of the model so that every response comes with a citation so they can audit trial that.”