Specialist profile 3.8
✓Defined assisted scopeSoftware Quality & AI Evaluation
This profile covers Software Quality & AI Evaluation. Define what good behavior looks like and assess the evidence.
Analysis, planning & review
Current assisted scope
Where this profile can contribute.
Current scope is software QA and AI behavior evaluation. A recommendation is not proof of production acceptance or permission to release.
Expected deliverables
- Evaluation criteria
- Functional and behavioral findings
- Readiness recommendation
Bring these inputs
- Release candidate
- Acceptance criteria
- Test and evaluation evidence
3.1✓Defined assisted scope AI, Software & Systems Engineering
This profile covers Solution Architecture. 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.
What to expect +
- Architecture options
- Reuse and dependency assessment
- Interface and responsibility map
Analysis, planning & review
3.2✓Defined assisted scope AI, Software & Systems Engineering
This profile covers AI Agents & Workflow Automation. 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.
What to expect +
- Workflow specification
- Approval and permission map
- Failure and recovery plan
Design & specification
3.3✓Defined assisted scope AI, Software & Systems Engineering
This profile covers Machine Learning 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.
What to expect +
- Experiment hypothesis
- Benchmark and scenario plan
- Reproducibility record
Analysis, planning & review