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Specialist profile 3.8
Defined assisted scope

Software 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

Related perspectives

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3.1Defined assisted scope

AI, Software & Systems Engineering

Solution Architecture

This profile covers Solution Architecture. Design software boundaries that fit the surrounding systems.

Current scope

Current 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

3.2Defined assisted scope

AI, Software & Systems Engineering

AI Agents & Workflow Automation

This profile covers AI Agents & Workflow Automation. Design agent workflows with clear responsibilities and review points.

Current scope

Current 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

3.3Defined assisted scope

AI, Software & Systems Engineering

Machine Learning Engineering

This profile covers Machine Learning Engineering. Plan reproducible model experiments before production decisions.

Current scope

Current 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