01
AI-assisted
Investigate an incident
Correlate logs, changes, symptoms, and likely causes.
- Human owner
- Incident commander
- Risk signal
- high
- Safeguard
- Preserve evidence and validate every proposed cause.
Role 07 · Engineering, IT, product, data, and security teams
Technology & IT
Faster delivery with stronger review around production and risk.
Adapt this role
The redesign premise
Use AI to investigate, draft, document, and test. Keep architecture, production approval, security tradeoffs, and incident accountability with qualified people.
Four tasks to examine first.
The lane is a starting recommendation. Consequence, evidence, reversibility, and local policy can change the right design.
02
AI-assisted
Draft code or configuration
Produce a candidate change against explicit requirements.
- Human owner
- Qualified engineer
- Risk signal
- medium
- Safeguard
- Review, test, scan, and understand before merging.
03
Delegated + reviewed
Update routine documentation
Reflect approved changes in known operational documents.
- Human owner
- Service owner
- Risk signal
- low
- Safeguard
- Require a diff and reject unsupported additions.
04
Human-led
Approve production change
Accept the reliability, security, and customer consequences of release.
- Human owner
- Authorized change owner
- Risk signal
- high
- Safeguard
- Use independent checks, rollback criteria, and monitoring.
Skills that become more valuable
Build judgment around the tool.
- 01AI-assisted engineering
- 02Testing and evaluation
- 03Security review
- 04Incident command
A responsible first pilot
Learn before you scale.
- 1Start with documentation and low-risk code assistance.
- 2Set test, security, and rollback expectations before use.
- 3Measure defects and review effort, not output volume alone.
Measure together
- Lead time
- Defect escape
- Review effort
- Recovery time
Ground the conversation.
Task and occupation descriptions draw on O*NET. Governance and skill guidance is informed by NIST and the U.S. Department of Labor.
O*NET Database
Occupation, task, skill, work-activity, and work-context foundations
Open source ↗U.S. Department of Labor AI Literacy Framework
Foundational AI literacy content and delivery principles
Open source ↗NIST AI Risk Management Framework
Governance, oversight, documentation, and review practices
Open source ↗