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Documentation / Internals

Internals

librepl Internals

Interactive REPL library — Repl class, custom commands, state persistence, and dual-mode (interactive/piped) CLI interfaces.

Vector Processing Internals

Embedding pipeline — TEI installation, native and supervised operation, batch processing, index format, and query-time architecture.

Operations Reference

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

Homebrew Cask Conventions

How Forward Impact's Homebrew tap and publish-brew workflow stay coherent.

Kata Agent Team

An autonomous and continuously improving agentic development team — six agent personas, four workflows, fifteen skills, organized as a Plan-Do-Study-Act loop.

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Copyright 2026 Code: Apache 2.0 Docs: CC BY 4.0