FutureStackDev AI Agent Development

Manufacturing AI

Quality, maintenance, and documents on the line: vision, time series, and retrieval under safety, latency, and an operator who can override.

Created by Baljeet Dogra

Course Objectives

  • Pick edge vs cloud because of latency and failure, not a vendor pitch.
  • Design an inspection or maintenance slice with an operator veto.
  • Retrieve procedures without hallucinating a torque spec.
  • Write the fail-safe: what happens when the model is down.

What you will produce

Slice

Line-shaped prototype

Vision or signal plus a documented override and fail-safe.

Docs

Procedure RAG

Citations, abstention, no invented specs.

4 weeks curriculum

Expand a part for the syllabus. Content stays searchable when closed.

01 The line Week 1

Cycle time, safety, who is allowed to stop the line. OT/IT reality.

  • OT/IT
  • Safety
  • Latency
  • Roles
02 See and sense Week 2

Inspection images, simple signals, what a false negative costs.

  • Inspection
  • Signals
  • Costs
  • Data
03 Documents Week 3

SOPs, RAG, abstention, citations. Inventing a spec is a safety bug.

  • SOPs
  • RAG
  • Abstention
  • Audit
04 Edge and fail-safe Week 4

Where it runs, override, capstone drill.

  • Edge
  • Override
  • Fail-safe
  • Capstone

Who this is for

Engineers in industrial firms

A cloud demo will not survive the line. You need the constraints in the design.

Automation and quality leads

You know the process. You need AI that can be overridden.

Prerequisites

  • Python
  • Willingness to work with public/synthetic industrial data
  • Respect for safety-critical constraints

Not a fit if

  • Autonomous factory fantasies in four weeks
  • People who will not design an override

Related: Computer Vision · AI Security & Privacy

Questions

Will we program PLCs?

No. You will design the AI slice and the interface to operations, not replace OT engineering.

Edge hardware required?

We simulate latency and failure. Optional edge if you have it; not a blocker.

Ready to start?

Four weeks to a line-shaped prototype with an override. Create an account to enrol.

Enrol now