Specialist profile 3.8
✓Defined assisted scopeSoftware Quality & AI Evaluation
Define what good behavior looks like and assess the evidence.
Analysis, planning & review
Current assisted scope
What does Software Quality & AI Evaluation cover?
Current scope is software QA and AI behavior evaluation. A recommendation is not proof of production acceptance or permission to release.
Possible deliverables
- Evaluation criteria
- Functional and behavioral findings
- Readiness recommendation
Bring these inputs
- Release candidate
- Acceptance criteria
- Test and evaluation evidence
What needs human review?
Before implementation or release, have the responsible technical owner review security, testing, access, and rollback plans.
Understand the review process →3.1✓Defined assisted scope AI, Software & Systems Engineering
Design software boundaries that fit the surrounding systems.
Current scopeCurrent scope is software integration fit and software extension architecture. Recommendations do not approve changes to shared systems.
Possible deliverables +
- Architecture options
- Reuse and dependency assessment
- Interface and responsibility map
Analysis, planning & review
3.2✓Defined assisted scope AI, Software & Systems Engineering
Design agent workflows with clear responsibilities and review points.
Current scopeCurrent scope is agent and workflow design, including contracts and recovery. This profile does not run a live agent service or activate workflows.
Possible deliverables +
- Workflow specification
- Approval and permission map
- Failure and recovery plan
Design & specification
3.3✓Defined assisted scope AI, Software & Systems Engineering
Plan reproducible model experiments before production decisions.
Current scopeCurrent scope is sandbox experiment and benchmark design. Dedicated model training, fine-tuning and production deployment are not established here.
Possible deliverables +
- Experiment hypothesis
- Benchmark and scenario plan
- Reproducibility record
Analysis, planning & review