the-algorithm

Compress draft prompts into minimal instructions and analyze documents for load-bearing content.

Updated Jul 28, 2026

Search Tags:#prompt engineering #verification #protocol #governance #workflow management #ste-100

Ready to run

npx skills add https://github.com/norrisaftcc/the-algorithm --skill the-algorithm

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: the-algorithm
Source: https://github.com/norrisaftcc/the-algorithm/tree/main
Command: npx skills add https://github.com/norrisaftcc/the-algorithm --skill the-algorithm

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes assets (resource) components.

What problem does it solve?

This Skill solves the problem of inconsistent, vague, or unverified AI prompt engineering by enforcing a rigorous, human-gated protocol for negotiation, freezing, and execution.

Core Features & Use Cases

PROVIDE Operation: Compresses draft prompts into minimal, floor-tested instructions that ensure receiver success.
ASSAY Operation: Provides a read-only, objective analysis of incoming documents to identify load-bearing content versus decorative padding.
Gate Integrity: Ensures that no prompt is executed without explicit human authorization, preventing unauthorized or unverified model behavior.

Quick Start

Use the algorithm skill to assay the attached document and report its residue and operative sentences.

Frequently Asked Questions about the-algorithm

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

FAQPage Schema

How do I standardize AI prompts for strict governance and verification?▼

To standardize AI prompts for strict governance, you can use a human-gated workflow protocol that compresses instructions, freezes prompt definitions, and enforces explicit human authorization before execution.

What is human-in-the-loop verification for prompt engineering?▼

Human-in-the-loop verification for prompt engineering is a governance mechanism that requires explicit human authorization before a language model executes an instruction, preventing unauthorized or unverified model behavior.

How do I compress draft prompts into minimal instruction sets?▼

You can compress draft prompts into minimal instruction sets by applying a dedicated PROVIDE operation, which floor-tests and reduces instructions to ensure receiver success and consistent language model outputs.

Can I analyze incoming documents to identify load-bearing content?▼

Yes, you can analyze incoming documents to identify load-bearing content by applying a read-only ASSAY operation, which objectively separates essential operative sentences from decorative padding.

Does prompt standardization work with ASD-STE100 Simplified Technical English?▼

Yes, prompt standardization can be configured to satisfy strict adherence requirements for ASD-STE100 Simplified Technical English, ensuring verifiable and consistent instruction sets for professional environments.

What are the limitations of a human-gated prompt negotiation workflow?▼

The primary limitation of a human-gated prompt negotiation workflow is the strict gate integrity requirement, meaning no prompt can execute without explicit human authorization, which may bottleneck rapid or automated processing tasks.