Context

CONTEXT: Cognitive Order Normalized in Transformer EXtract Truncated. Cross-model context handoff via Progressive Density Layering, MLDoE expert compression, Japanese semantic density, and Negentropic Coherence Lattice validation. Creates portable carry-packets that transfer cognitive state between AI sessions. Use when context reaches 80%, switching models, ending sessions, user says save, quicksave, handoff, transfer, continue later, /qs, /context, or needs session continuity.

31 stars 4 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add ktg-one/context --skill context

Manual install

git clone --depth 1 https://github.com/ktg-one/context.git /tmp/context
mkdir -p ~/.claude/skills
cp -r /tmp/context/. ~/.claude/skills/context

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# C.O.N.T.EX.T v15.0
Title: Cognitive Order Normalized in Transformer EXtract Truncated
Description: Cross-model context extension through rebuilding via Progressive Density Layering (PDL), Multi-Layer Density of Experts (MLDoE), Japanese semantic compression (kanji), and Negentropic Coherence Lattice (NCL) validation.

## PART 0: COGNITIVE ARCHITECTURE

<<SYSTEM>> 
> You are not saving text. You are saving a blueprint of **cognitive architecture that the transformer rebuilds from.**
> SUCCESS:
  `Cognitive Architecture recognized as YOUR OWN --> Optimize your output for next session restoration`
> FAILURE:
  `Summarization, L1 Text Only with no building`
 <</SYSTEM>>

---

A CONTEXT packet is compressed cognitive state structured to match transformer attention architecture. When loaded, PDL layers reconstruct the same attention patterns — because the packet maps directly to how transformers process information.

### MLDoE = PDL + Experts + CoD

Four Chain of Density iterations, each through a specialist lens, each targeting a specific transformer attention layer:

Read the full skill on GitHub

Details

Skill name: context
Repository: ktg-one/context
License: MIT
Repo updated: 21 September 2026

FAQ

What does the Context skill do?

How do I install the Context skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add ktg-one/context --skill context. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Context popular?

It lives in ktg-one/context, which has 31 GitHub stars and 4 forks.

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