Prose

Enable readable-prose mode across quantization-aware skills via slash commands.

Updated Jan 18, 2026
One-click install
npx skills add https://github.com/murillodutt/cellm --skill prose-murillodutt
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Prose
Source: https://github.com/murillodutt/cellm/tree/main/cellm/skills/prose
Command: npx skills add https://github.com/murillodutt/cellm --skill prose-murillodutt

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Prose provides a cross-skill override that forces quantization-aware outputs to render in readable prose, improving clarity for explanations, onboarding, and handoffs.

Core Features & Use Cases

  • Overrides quantization for all quantization-aware skills to prioritize readability over token density.
  • Supports per-skill activation via slash commands and a filesystem-backed flag with TTL and level controls.
  • Use cases include safety-critical explanations, multilingual communications, and documentation handoffs.

Quick Start

Activate prose mode by issuing the command '/cellm:prose' and optionally specify level or TTL.

Frequently Asked Questions about Prose

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I override quantization to make AI outputs readable?

To override quantization, activate a readable-prose mode that bypasses default token compression, forcing quantization-aware outputs to render as clear text. This improves clarity for explanations, onboarding, and handoffs by prioritizing readability over token density.

What is quantization compression and why does it affect output readability?

Quantization compresses outputs to maximize token density, which can degrade readability for human-facing text. Overcoming compressed outputs requires a cross-skill override that forces quantization-aware systems to render explanations in standard, readable prose.

How do I enable readable prose mode across different skills?

Enable readable prose mode by issuing the slash command '/cellm:prose'. This applies a cross-skill override across all quantization-aware skills, and you can optionally specify level or TTL modifiers to control the duration and intensity of the override.

Can I control the prose override duration and level per skill?

Yes, the prose override remains controllable via slash commands with TTL and level modifiers. It implements a filesystem-backed flag with safety checks, enforcing strict access through a safeWriteFlag contract to manage activation per skill.

When should I use a readable prose override for AI outputs?

Use a readable prose override for safety-critical explanations, multilingual communications, and documentation handoffs. It is necessary whenever quantization-aware token compression degrades the clarity required for human-readable explanations and onboarding materials.

Does the prose override work with all quantization-aware skills?

Yes, the prose override applies across all quantization-aware skills. It uses a filesystem-backed flag with safety checks and enforces strict access through the safeWriteFlag contract, ensuring the readable-prose mode functions universally across compatible systems.