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docs(labs): introduce Lab 16 - Steady (Active Skill Governor) - #70

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bigboateng merged 3 commits into
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feat/boatstack-config-migration
Jul 20, 2026
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docs(labs): introduce Lab 16 - Steady (Active Skill Governor)#70
bigboateng merged 3 commits into
mainfrom
feat/boatstack-config-migration

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Create Lab 16 to document the theoretical foundations, programmable frontmatter schema, and real-world developer use-cases of Steady, a real-time trajectory governor for LLM agent skills.

  • README.md: Introduce the works-on-my-machine agent skill crisis and Steady's active stabilization.
  • docs/01-concept-and-theory.md: Establish mathematical roots of trajectory entropy ('=p(1-p)$) and NASA F' lineage.
  • docs/02-programmable-invariants.md: Define standard markdown-compatible YAML frontmatter schema and the real-time hook governor execution model.
  • docs/03-use-cases-and-examples.md: Provide practical examples of DB migrations, strict builders, and prompt injection immunity.

…n system

Implement a non-breaking versioned configuration migration system for .boatstack-project.json.

- migrate.go: Core migration registry and MigrateConfigBytes helper.
- export.go: Relax SchemaVersion check in ValidateConfig to accept <= CurrentConfigSchemaVersion and emit behind/ahead instructions. Embed config-schema.md.
- init.go: Run config schema migration on load during update path and report vN->vM upgrade status.
- update.go: Add schema conformance validation check inside ValidateUpdateWorkspace.
- planning.go: Map behind/ahead schema errors to custom remediation hints in DoctorRepairHint.
- cmd/boatstack-helper/main.go: Add structured migrate-config CLI command.
- references/config-schema.md: Create canonical config schema reference document.
- boatstack-distribution/release-notes: Add release notes fragment.
- migrate_test.go: Exhaustive unit test suite.
Create Lab 16 to document the theoretical foundations, programmable frontmatter schema, and real-world developer use-cases of Steady, a real-time trajectory governor for LLM agent skills.

- README.md: Introduce the works-on-my-machine agent skill crisis and Steady's active stabilization.
- docs/01-concept-and-theory.md: Establish mathematical roots of trajectory entropy (f'=p(1-p)) and NASA F' lineage.
- docs/02-programmable-invariants.md: Define standard markdown-compatible YAML frontmatter schema and the real-time hook governor execution model.
- docs/03-use-cases-and-examples.md: Provide practical examples of DB migrations, strict builders, and prompt injection immunity.
@bigboateng
bigboateng merged commit 71d4944 into main Jul 20, 2026
@bigboateng
bigboateng deleted the feat/boatstack-config-migration branch July 20, 2026 12:44
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