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Specialist profile 3.3
Defined assisted scope

Machine Learning Engineering

Plan reproducible model experiments before production decisions.

Analysis, planning & review

Current assisted scope

What does Machine Learning Engineering cover?

Current 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

Bring these inputs

  • Model task
  • Evaluation data
  • Experimental constraints

What needs human review?

Before implementation or release, have the responsible technical owner review security, testing, access, and rollback plans.

Understand the review process →

Related perspectives

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3.1Defined assisted scope

AI, Software & Systems Engineering

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.

Possible deliverables
  • 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

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.

Possible deliverables
  • Workflow specification
  • Approval and permission map
  • Failure and recovery plan

Design & specification

3.4Defined assisted scope

AI, Software & Systems Engineering

Application Engineering

Prepare bounded, reviewable software implementation work.

Current scope

Current scope is software extension development and developer-platform work in an identified repository. Full application delivery requires a project-specific scope.

Possible deliverables
  • Software-extension implementation plan
  • Project scaffold or technical changes
  • Verification and handoff record

Analysis, planning & review