synapse

Explain the SYNAPSE context engine's 8-layer pipeline and bracket-based rule injection.

Updated May 7, 2026
One-click install
npx skills add https://github.com/Andre-cardia/nivel-ia --skill synapse-andre-cardia
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: synapse
Source: https://github.com/Andre-cardia/nivel-ia/tree/main/.claude/skills/synapse
Command: npx skills add https://github.com/Andre-cardia/nivel-ia --skill synapse-andre-cardia

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes assets (resource) and references (resource) components.

What problem does it solve?

The SYNAPSE skill clarifies how the SYNAPSE context engine works, how domains are managed, and how context rules are configured, enabling users to understand and troubleshoot the system.

Core Features & Use Cases

  • Explains the 8-layer processing pipeline (L0-L7) and how contextual rules are injected per prompt.
  • Describes domain types, manifest registration, and bracket-adaptive behavior for efficient prompt handling.
  • Includes guidance on common use cases such as domain creation, rule management, and troubleshooting rule injection.

Quick Start

Ask a knowledge assistant to explain SYNAPSE architecture and how to navigate domain management and bracket rules.

Frequently Asked Questions about synapse

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

FAQPage Schema
How does a context engine inject contextual rules into prompts?

A context engine injects contextual rules into prompts by processing them through a multi-layer pipeline. The SYNAPSE engine specifically uses an 8-layer architecture (L0-L7) to evaluate and apply bracket-based adaptive behavior for efficient prompt handling.

What is the 8-layer processing pipeline for LLM prompt context management?

The 8-layer processing pipeline (L0-L7) is a structural framework used to manage prompt context by progressively evaluating and injecting domain-specific rules. It ensures bracket-adaptive behavior and accurate contextual formatting before the final prompt is executed.

How do I create and manage domains for context rule injection?

You can create and manage domains by registering them through a manifest system. This process involves defining domain types and configuring bracket-based rules, which allows the context engine to properly categorize and inject instructions during prompt processing.

How does bracket-based processing work in a domain management system?

Bracket-based processing works by using brackets to identify and trigger adaptive context rules within specific domains. This mechanism allows the 8-layer pipeline to dynamically parse and inject the correct contextual instructions based on the bracket syntax provided in the prompt.

Why are my contextual rules not applying correctly during prompt processing?

Contextual rules may fail to apply if the domain manifest is improperly registered or if the bracket syntax does not match the required L0-L7 pipeline specifications. Troubleshooting involves verifying domain types and validating the bracket-adaptive behavior configuration.

Do I need specific manifest interfaces to configure domain management?

Yes, configuring domain management requires using specific command and management interfaces to register domains and define rules. These interfaces ensure the 8-layer pipeline correctly interprets and applies the injected contextual rules across the architecture.