Internals

Data product architecture — internal layering, activity model, ingestion surfaces, query functions, and programmatic access.

Presentation layer — module structure, formatter pattern, web application architecture, templates, and agent derivation internals.

Derivation engine — key functions, module index, imports, and technical details of skill, behaviour, and responsibility derivation.

Scheduler architecture — component table, process tree, macOS app, cache directory, and state management internals.

Agent infrastructure — orchestration pipeline, tool execution, knowledge pipeline, conversation memory, and service stack.

Capability aggregation engine — skill matrix aggregation, structural risk detection, scenario modeling, and design principles.

Synthetic data pipeline — DSL parsing, entity generation, prose engine, rendering, and validation.

Environment configuration, service management, and common development tasks for the monorepo.