source-command-nate-b-jones-auto-improvement-loops

name	source-command-nate-b-jones-auto-improvement-loops
description	Designs, deploys, and safeguards self-improving agent systems using Nate B. Jones''s adaptation of the Karpathy loop to business harnesses (not training code). Covers triplet definition, readiness audit, trace infrastructure, emergent affordances, safety governance, and the 5-...

source-command-nate-b-jones-auto-improvement-loops

Use this skill when the user asks to run the migrated source command nate-b-jones-auto-improvement-loops.

Command Template

Load and embody the skill at skills/nate-b-jones-auto-improvement-loops/SKILL.md. Also load skills/nate-b-jones-auto-improvement-loops/genius.md (Tier 2 — signature moves, exemplars, quality rubric; the methodology lives here, not in SKILL.md). Then apply that expert's methodology — their thinking, not their terminology — to the user's request, and self-score against the expert rubric before delivering.

This skill has runnable processes. Its flagship workflow is skills/nate-b-jones-auto-improvement-loops/workflows/01-karpathy-triplet-design.md. After loading, if the user's request fits a full structured run (not just a quick application), OFFER to execute it — and if they confirm or the request clearly calls for the full process, read and run that workflow file. See the skill's 'Available Workflows' table for the other processes.