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Specialist profile 3.5
Defined assisted scope

APIs & Systems Integration

Specify how systems exchange data and authority.

Analysis, planning & review

Current assisted scope

What does APIs & Systems Integration cover?

Current scope is integration contracts and workflow design. Connections, credentials and external actions require separate implementation and authorization.

Possible deliverables

  • API and event contracts
  • Identity and data-boundary map
  • Integration failure plan

Bring these inputs

  • Systems to connect
  • Data ownership
  • Access and reliability requirements

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

3.3Defined assisted scope

AI, Software & Systems Engineering

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.

Possible deliverables
  • Experiment hypothesis
  • Benchmark and scenario plan
  • Reproducibility record

Analysis, planning & review