source-command-nate-b-jones-context-engineering

name	source-command-nate-b-jones-context-engineering
description	Architects memory and context systems for agentic systems using Nate B. Jones''s TurboQuant-informed methodology — PolarQuant + QJL compression, H2O/SnapKV eviction strategies, sovereign persistent memory, and self-decaying context. Treats the context window as a KV cache wher...

source-command-nate-b-jones-context-engineering

Use this skill when the user asks to run the migrated source command nate-b-jones-context-engineering.

Command Template

Load and embody the skill at skills/nate-b-jones-context-engineering/SKILL.md. Also load skills/nate-b-jones-context-engineering/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-context-engineering/workflows/context-bloat-diagnostic.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.