dots-workstation-technical-unit-assessment

name	dots-workstation-technical-unit-assessment
description	WHAT - Evidence-based technical unit assessment for repositories, platforms, frontend, backend, infrastructure, data, UI/UX, and AI-native structural readiness.

Technical Unit Assessment (WHAT)

Assess a technical unit: frontend app, backend API, data platform, infrastructure/IaC scope, mobile app, AI/ML pipeline, or another technical workload.

Run dots-workstation-project-assessment-evidence first. Use dots-workstation-project-assessment as the router for multi-unit assessments.

Out of scope

• Does NOT score indicators without evidence — mark as Not assessed
• Does NOT make technical decisions — scores inform, humans decide
• Does NOT produce final report without dots-workstation-output-handshake

Unit intake

Ask before scoring:

• Unit name and type (frontend / backend / infra / data / mobile / AI)
• Repositories, services, infrastructure scopes, or pipelines included
• Technical decision ownership (team, client, shared, unknown)
• Assessment period
• Authoritative systems for code, docs, CI/CD, incidents, observability, security

Workflow

1. Run dots-workstation-project-assessment-evidence to build evidence map
2. Select indicator groups matching the unit type (see references/indicator-groups.md)
3. Score only indicators with evidence; mark rest as Not assessed
4. Note confidence and missing evidence per score
5. Apply dots-workstation-output-handshake before final scorecard

Scoring rules

Use the 1–5 scale from references/indicator-groups.md. Do not average unrelated indicators without explaining weighting. Request validator for subjective scores.

References

• references/indicator-groups.md — all indicator groups + scoring scale + AI-native readiness
• references/default-template.md — technical unit scorecard template
• references/example-frontend-assessment.md — example assessment for a frontend team

Delegates to

Need	Skill
Evidence intake	dots-workstation-project-assessment-evidence
Multi-unit routing	dots-workstation-project-assessment
Deep UI/UX review	ui-ux-pro-max
Repo discovery	dots-workstation-assistant
Final output gate	dots-workstation-output-handshake