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khaledbashir
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anc-bible

Document the ANC Proposal Engine architecture, stakeholder rules, and deployment workflows.

Updated Feb 13, 2026
Search Tags:#architecture#documentation#deployment#ai integration#project bible#anc proposal engine
One-click install
npx skills add https://github.com/khaledbashir/therag2thealmostapproved --skill anc-bible
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: anc-bible
Source: https://github.com/khaledbashir/therag2thealmostapproved/tree/main/.claude/skills/anc-bible
Command: npx skills add https://github.com/khaledbashir/therag2thealmostapproved --skill anc-bible

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill serves as the definitive, single source of truth for the ANC Proposal Engine project, consolidating all critical information for developers and stakeholders.

Core Features & Use Cases

  • Project Documentation: Provides comprehensive details on architecture, patterns, file locations, stakeholder rules, and deployment workflows.
  • AI Integration Guide: Details the dual-brain AI architecture, including Kimi K2.5 and AnythingLLM integration for RAG and vision capabilities.
  • Use Case: A new developer joining the project can use this Skill to quickly understand the entire system's structure, key components, and operational modes (Mirror vs. Intelligence) before writing any code.

Quick Start

Use the anc-bible skill to understand the Mirror Mode parsing logic.

Frequently Asked Questions about anc-bible

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

FAQPage Schema
What is the ANC Proposal Engine project bible?▼

The ANC Proposal Engine project bible is a comprehensive documentation hub detailing system architecture, stakeholder rules, deployment processes, and critical file locations. It serves as the single source of truth for developers and stakeholders to ensure project consistency.

How does the dual-brain AI architecture work with Kimi K2.5 and AnythingLLM?▼

The dual-brain AI architecture integrates Kimi K2.5 and AnythingLLM to provide RAG and vision capabilities. This setup allows the ANC Proposal Engine to process complex document parsing and intelligence gathering within its Mirror and Intelligence operational modes.

How do I use the project bible to understand Mirror Mode parsing logic?▼

To understand Mirror Mode parsing logic, consult the project bible's operational modes section. It details how the ANC Proposal Engine processes data through the dual-brain AI architecture, distinguishing Mirror Mode parsing from Intelligence Mode operations.

Does the ANC Proposal Engine documentation include deployment workflows?▼

Yes, the project documentation includes comprehensive deployment processes and workflows. It outlines the exact steps and critical file locations required to deploy the ANC Proposal Engine and its AI integration components successfully.

Can a new developer use this documentation to learn the system architecture?▼

A new developer can use this documentation to quickly understand the entire system structure, key components, and operational modes. It provides the foundational knowledge of architecture and AI integration needed before writing any code.

What are the limitations of using a centralized project bible for AI integration?▼

A centralized project bible requires strict maintenance to prevent outdated information regarding AI integrations like Kimi K2.5. Developers must continuously update the documentation when architectural changes occur to maintain its single source of truth accuracy.

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