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docs: comprehensive documentation review & update (all 7 waves)#961

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Cataldir wants to merge 4 commits into
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docs/960-comprehensive-documentation-review
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docs: comprehensive documentation review & update (all 7 waves)#961
Cataldir wants to merge 4 commits into
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docs/960-comprehensive-documentation-review

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Comprehensive documentation review across 113 files in 7 waves. Updates business scenarios, architecture, ADRs, diagrams, agent READMEs, UI docs, governance, ops, and root README. All Mermaid themes standardized, dates to 2026-04-30, service counts corrected. Closes #960

- Wave 1: Business scenarios rewritten with agentic vs traditional comparisons,
  stakeholder maps, NFRs, and bounded context documentation
- Wave 2: Architecture docs and 27 ADRs updated with correct service counts,
  Mermaid themes, and current deployment topology
- Wave 3: Sequence diagrams and diagram index updated with standard themes,
  prose captions, and accurate flow data
- Wave 4: Framework lib README, 26 agent READMEs standardized with consistent
  template, apps/README rewritten with domain groupings
- Wave 5: UI README fully rewritten with route map, component architecture,
  agent overlay system, and API client docs
- Wave 6: Governance, ops runbooks, roadmap, and CONTRIBUTING updated with
  current namespace refs, date stamps, and deployment procedures
- Wave 7: Root README enhanced with platform-at-a-glance table, audience-based
  navigation, and docs hub reorganized as navigation index

Closes #960
- Add curl-examples.sh with API calls for all 26 agents + CRUD
- Add powershell-examples.ps1 (Windows equivalent)
- Add load-kaggle-olist-dataset.py: downloads Brazilian E-Commerce (Olist)
  dataset from Kaggle, transforms to CRUD schema, seeds via REST API
  (CC BY-NC-SA 4.0, async httpx + pandas)
- Complete order-fulfillment.md with full 8-step SAGA choreography demo
- Complete crm-campaigns.md with full 5-step campaign lifecycle demo
- Update agent-playgrounds/README.md to reference interactive scenarios

Ref #960
- Move curl-examples.sh and powershell-examples.ps1 from docs/demos/api-examples/ to scripts/demos/
- Create scripts/demos/README.md with usage and prerequisites
- Update docs/demos/README.md: new Quick Navigation table, Scripts & Tools section, Data Sources section, fix Phase 1 reference
- Update docs/demos/api-examples/README.md: link to new script locations + Kaggle loader
- Update docs/demos/sample-data/README.md: add Kaggle Olist section
- Update docs/README.md: add Scripts row in documentation index
Restructure scripts/ from purpose-based (ci/ops/demos) to language-based
hierarchy with purpose as second level:

  scripts/python/ci/     - CI validation gates (6 scripts)
  scripts/python/ops/    - Operational Python (7 scripts)
  scripts/powershell/ops/  - Operational PowerShell (8 scripts)
  scripts/powershell/demos/ - Demo PowerShell (1 script)
  scripts/shell/ops/     - Operational Bash (3 scripts)
  scripts/shell/demos/   - Demo Bash (1 script)

Updated all references in:
- 4 GitHub Actions workflows (deploy-azd, lint, governance-audit, ui-contract-gate)
- .githooks/pre-push
- pre_push_gate.py (self-references)
- 8 documentation files (CONTRIBUTING, docs/README, governance, demos, ops, etc.)
- Python script docstrings (usage comments)
- .github/skills/agent-e2e-validation/SKILL.md

CHANGELOG.md historical entries intentionally left unchanged.
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docs: comprehensive documentation review & update (all waves)

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