Bring engineering experience into today’s work.

Manufacturing teams hold useful experience across senior engineers, shifts and sites. New and experienced employees need that history when they are learning a task, preparing a handover or investigating a problem.

What has already been tried in situations like this, and what should we examine next?

1. An employee describes the task or problem in the company’s terminology, identifying the relevant equipment, process or work.
2. The agent connects the question to relevant actions, people, projects and records in the Organisational World Model, then consults the underlying history.
3. It explains comparable past situations and their recorded reasoning and actions, making differences from the current situation visible.
4. It prepares a guided explanation, suggested investigation steps or a draft report, requesting specialist input where required.
5. The employee follows approved procedures and decisions, records the outcome, and links the resulting work record to the task.

We would tailor the application to the company’s records, systems and operating requirements, establishing which history is available and which questions need confirmation from colleagues.

Relevant company data

• Procedures and engineering notes
• Shift and project handovers
• Maintenance records
• Communications and post-mortems

Outputs for the employee

• A contextual explanation and relevant precedent
• Suggested checks and an escalation route
• A draft report or work note

Employees and responsible specialists apply approved procedures and authorise the work. Equipment control and safety-critical decisions remain with accountable people. An agent’s suggested checks require appropriate review.

Agree the baseline and measures with the team before delivery, then evaluate the support in the workflow. Possible measures include:

• Time to locate relevant guidance
• Time to complete a supported task
• Unnecessary interruptions to senior engineers
• Completeness of handovers