Role · ML engineer

ML engineer workflows with human approval gates

Model promotion and experiment gates. These are complete, copyable workflows that add a human decision before expensive, destructive, or irreversible automation runs.

Automation Platform Backend ML engineer·2026-08-16

Human approval for AI agent tool calls: a human-in-the-loop workflow

A copy-paste human-in-the-loop AI agent workflow that pauses tool calls before irreversible actions with LangGraph, OpenAI Agents SDK, and Actionbox.

ai-agents approval-gates guardrails4 min read

ML engineer Data science Platform·2026-08-12

ML model promotion approval workflow: staging to production safely

A copy-paste ML model promotion approval workflow that gates staging-to-production releases with evaluation metrics and safe rollback behavior.

mlops model-promotion approval-gates3 min read

Want the shortest path to production approval gates?

Actionbox is a hosted decision layer: create an Action from any script, SDK, or CI system, and get the answer back without building an approval system.

See plans Read the docs