AI Engineering

ForgeCAD helps author, edit, debug, and run .forge.js models, SVG imports, assemblies, and CLI workflows. Use it when building geometry, structuring multi-file projects, validating scripts, or exporting and rendering models.

ForgeCAD Image Prompt writes image prompts from a concrete ForgeCAD model or build spec while preserving visible mechanisms, materials, and assembly truth. Use it for honest hero renders or builder-focused visuals when the artifact is already specific enough to depict.

Reconstruct CAD File turns an existing CAD or mesh file into a readable parametric .forge.js model. Use it when you need to measure, compare, and rebuild a source asset rather than wrapping it as an import.

Reconstruct From Images turns reference images into a real parametric ForgeCAD object that is coherent from all sides. Use it when images are evidence for hidden geometry, scale, and form, not just a single matching view.

AI Divination uses audited local tools to draw tarot, cast I Ching hexagrams, and perform Xiao Liu Ren readings. Use it when you need reproducible divination results and want the model to interpret structured JSON instead of inventing cards or lines.

AI Meeting runs structured multi-agent discussions to review plans, designs, proposals, and strategy choices. Use it when you need independent critique, cross-role debate, and a final decision report with provenance.

Ask answers natural-language questions by searching a vault first, then deciding whether graphify or remote ingestion is needed. Use it for Second Brain questions about status, ownership, relationships, or how something works.

Claude Reflect captures corrections during sessions and queues them for later review. Use it when users ask you to remember something or after meaningful work so they can run /reflect and update CLAUDE.md.

FastAPI App boots a new FastAPI backend with async SQLAlchemy, asyncpg, Alembic, Pydantic v2, and JWT auth. Use it to scaffold a Python REST API, async service, or new backend with layered structure and deploy-ready settings.

Teach ingests external sources into the Second Brain from URLs or local files. It converts supported formats to markdown, runs graph extraction, and hands persistence to /bedrock:preserve when importing documents or repositories.

Coral Extend adds new components to the CORAL framework itself, such as agent runtimes, CLI commands, hooks, config fields, bundled templates, or grader infrastructure. Use it when changing the package internals, not for per-task graders or debugging existing code.

Coral New Task explains how to add a new CORAL task under examples/, including task.yaml, seed/, and a packaged grader. Use it when porting a benchmark or creating a task that CORAL can validate and grade.