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January 23, 2026
·
Austin
Juniper: NL to Automation Pipeline
This talk details building a natural language to automation pipeline, using agent-discovered actions to write, validate, and execute declarative JSON scripts for app functionality.
Video
Overview
I’ll be presenting on how I built a working natural to standing automation pipeline for my app Juniper - it allows users to give requests like “do this when I get X message in Slack” or “every Sunday at 8pm, give me a weekly wellness report.” I will talk about how the agent discovers available actions via db fetches and writes JSON declarative executables as well as how those scripts are validated and executed.
Tech stack