Build a static-first knowledge architecture using file-backed domain maps, rules, hypotheses, and durable references. Use for knowledge architecture, learning systems, decision context, and long-lived team memory without runtime memory tooling.
npx claudepluginhub v1truv1us/ai-eng-system --plugin ai-eng-learningThis skill uses the workspace's default tool permissions.
Create a durable, file-backed knowledge system that helps the team keep shared context, decisions, rules, and open questions in one place.
Creates isolated Git worktrees for feature branches with prioritized directory selection, gitignore safety checks, auto project setup for Node/Python/Rust/Go, and baseline verification.
Executes implementation plans in current session by dispatching fresh subagents per independent task, with two-stage reviews: spec compliance then code quality.
Dispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
Create a durable, file-backed knowledge system that helps the team keep shared context, decisions, rules, and open questions in one place.
This milestone is static-first:
Use markdown files, links, and clear ownership.
templates/knowledge/index.mdtemplates/knowledge/domain.mdtemplates/knowledge/knowledge.mdtemplates/knowledge/hypotheses.mdtemplates/knowledge/rules.mddocs/knowledge/README.mdRelated records:
templates/decisions/decision.mdtemplates/quality/gate.mdtemplates/review/maintenance-review.mdPrefer this shape:
docs/knowledge/
├── README.md
├── index.md
├── domains/
│ └── <domain>.md
├── entries/
│ └── <topic>.md
├── hypotheses.md
└── rules.md
Define scope
Create the index
templates/knowledge/index.md.Map domains
templates/knowledge/domain.md.Capture atomic knowledge
templates/knowledge/knowledge.md for durable facts, patterns, or references.Track uncertainty
templates/knowledge/hypotheses.md for claims that need validation.Write rules
templates/knowledge/rules.md for stable operating rules.Link adjacent systems
docs/decisions/.docs/quality/.docs/reviews/maintenance/.docs/knowledge/index.md exists or is updated.