RELEVANT TRAINING MENU
(Task-based. Practical. On-site.)

AI-ADJACENT TRAINING MODULES

1. Working Safely with Automated Decisions
• When to trust system output
• When to stop and check
• When to escalate

2. Spotting System Errors Early
• Common automation failure patterns
• Confident-but-wrong outputs
• Environmental causes of system drift

3. Human–System Handoffs
• Where responsibility starts and ends
• What the system assumes
• What humans must confirm

4. Decision-Making Under Speed Pressure
• Managing attention as systems speed up
• Slowing decisions without slowing flow

5. Using AI-Supported Tools Correctly
• What tools are for / not for
• Avoiding over-reliance

GENERAL UPSKILL MODULES

6. Understanding the Production System
• Inputs, outputs, dependencies

7. Role & Responsibility Clarity
• Decision ownership
• Escalation paths

8. Quality Judgement in Modern Production
• Updated standards
• Borderline decisions

9. Adapting to Change on the Line
• Absorbing new processes
• Flagging issues early

10. Communicating System Issues Clearly
• Reporting issues humans see but systems miss

DELIVERY FORMAT
• 30–90 minutes per module
• On-site, paid time
• Selected based on task change