forced-reading-auto-activation

Enforce line-by-line reading with progress tracking and line citations for large files.

2|Updated Sep 30, 2025

Search Tags:#verification #compliance #checkpoints #auto-activation #forced reading #line-by-line #long prompts

Ready to run

npx skills add https://github.com/krzemienski/shannon-framework --skill forced-reading-auto-activation

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: forced-reading-auto-activation
Source: https://github.com/krzemienski/shannon-framework/tree/main/skills/forced-reading-auto-activation
Command: npx skills add https://github.com/krzemienski/shannon-framework --skill forced-reading-auto-activation

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automatically activates forced-reading Protocols for prompts or files that exceed defined size thresholds to prevent partial comprehension.

Core Features & Use Cases

Auto-activation triggers: Large prompts, long files, or big references automatically invoke full reading.
Progress tracking: Quantitative lines_read/total_lines tracking with checkpoints.
Citations & checkpoints: Provide precise line-based citations after reading.

Quick Start

When a prompt is large, the system automatically activates forced-reading-protocol; monitor checkpoints and proceed with complete comprehension.

Frequently Asked Questions about forced-reading-auto-activation

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

FAQPage Schema

How do I ensure thorough reading of long prompts and large files?▼

Forced-reading auto-activation enforces complete line-by-line reading for prompts exceeding 3000 characters, files over 500 lines, or multiple files totaling 1000+ lines. It tracks progress quantitatively and provides citation-based responses with exact line ranges to prevent partial comprehension.

What triggers automatic forced-reading for large content?▼

Auto-activation triggers when prompts exceed 3000 characters or 100+ lines, referenced files exceed 500 lines, multiple files total over 1000 lines, or when 'large file' or 'long document' is explicitly mentioned. The system automatically enforces checkpoint-based comprehension tracking.

How does line-by-line reading improve compliance verification?▼

Line-by-line reading with quantitative progress tracking (lines read / total lines) and comprehension checkpoints ensures all content is reviewed before proceeding. Citation-based responses referencing exact line ranges provide audit trails for compliance and verification requirements.

Can forced-reading auto-activation work with multiple large files?▼

Yes. The Skill auto-activates when multiple files total over 1000 lines combined. Progress tracking spans all referenced files, and checkpoint citations identify exact line ranges across the entire file set for complete verification.

What happens if I reference content larger than 500 lines?▼

Forced-reading auto-activates immediately for files exceeding 500 lines. The system enforces complete sequential reading with progress milestones and delivers responses backed by precise line-range citations to confirm full comprehension.

Why is checkpoint-based reading necessary for long prompts?▼

Checkpoints interrupt processing at defined intervals to verify comprehension and prevent skipping sections in prompts over 3000 characters. This ensures compliance requirements are met and large content is processed systematically rather than selectively.