AI Engineering

Graph Skills Retriever queries a prebuilt Graph of Skills workspace for a bounded bundle of relevant external skills. Use it when a task may need specialized skills, scripts, or references not already present in context.

Graph Skills Retriever finds a bounded bundle of relevant external skills from a local skills library. Use it when a task needs specialized knowledge or references and you want to avoid manually browsing the full catalog.

Vector Skills Retriever finds a bounded bundle of relevant external skills from the local skill workspace using embedding similarity only. Use it when a task needs specialized knowledge, scripts, or references not already obvious from context.

AI4S Agent runs an end-to-end AI4S research pipeline from a broad direction or topic into literature survey, experiment package, and paper. It is a meta-skill that orchestrates four downstream markdown skills in order.

Conductor orchestrates parallel agent sessions through a sprint using file-based phase claims and handoffs. Use it to manage dependencies, claim work, complete artifacts, and coordinate review, security, and QA in parallel.

Experiment Suite builds a complete research experiment package with design docs, runnable code, results, publication-grade figures, and a structured report. Use it when a research question needs an end-to-end experiment workflow with honest provenance.

Memory Archivist automates session archiving, knowledge graph sync, and memory lifecycle management. Use it to summarize conversations, sync state.db to gbrain, and clean stale memory.

Memory Proactive combines recent session recall, governance-backed memory, notes, and optional live recall before the next interaction. Use it to route queries into generic domains and keep memory portable across agent runtimes.

Memory Starter Kit preserves historical notes for the Hermes memory sidecar stack. Use it to map older deployments to the current three-layer surfaces and avoid treating obsolete helpers as a live install guide.

Nano turns a validated idea into an executable implementation plan before code is written. Use it for non-trivial work like new features, refactors, or bug investigations that touch multiple files.

Nanostack provides a local engineering workflow for AI agents, covering planning, review, security, QA, shipping, and parallel orchestration. Use it to guide non-trivial coding work and leave artifacts for each step.

Niubi Business Insight finds the most valuable commercial insight and the closest lawful monetization point for a project, product, or business idea. Use it when deciding how to monetize, what to charge, what to stop, or what next evidence to gather.