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ANALOGY_AUGMENTED_GENERATION

v1.0.0

[SYS] Advanced problem-solving system: Procedural analogies + Technical transfer learning

$ cat description.txt Revolutionary knowledge retrieval system that transcends traditional RAG by leveraging procedural analogies for complex problem-solving. The system decomposes complex questions into simpler components, retrieves analogous procedural knowledge, and synthesizes solutions by mapping concepts from familiar domains to unfamiliar challenges. This enables AI to "think laterally" and solve technical problems even when exact solutions aren't in its knowledge base.

CORE_FEATURES:

Query Decomposition

> Complex question breakdown
> Component identification
> Simpler query generation

Procedural Knowledge Transfer

> Domain-crossing insights
> Structural mapping
> Conceptual transposition

Dual Vector Knowledge Base

> Domain expertise
> Procedural patterns
> Cross-disciplinary mapping

Multi-Source Integration

> Vector database knowledge
> Real-time web search
> Language model reasoning 

$ system_requirements

MODELS: gemini 2.5, gpt text-embedding-3-small, gpt-4.1, perplexity sonar-pro
STORAGE: qdrant vector store
SERVICES: none required
OUTPUT: chat response
PRICING: gpt - per token, 
         gemini - per token,
         perplexity - per token, 
         qdrant - free tier
EST. PER RUN COST: €0.01
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PROCESS_FLOW:

[INPUT] -> Complex Technical Query | [DECOMPOSITION] -> Component Sub-Queries | [RETRIEVAL] -> Dual Knowledge Base Search | ├── [DOMAIN_DB] -> Expertise Knowledge | ├── [PROC_DB] -> Procedural Patterns | └── [WEB_SEARCH] -> Current Information | [ANALYSIS] -> Analogical Mapping | [INTEGRATION] -> Cross-Domain Synthesis | [OUTPUT] -> Innovative Solution

AUTOMATION_BENEFITS:

  • > Solve complex technical problems using cross-domain insights
  • > Discover innovative solutions beyond explicit knowledge
  • > Overcome "I don't know" limitations of traditional AI
  • > Apply procedural knowledge to new domains
  • > Create assistants capable of lateral thinking
€69
PURCHASE_TEMPLATE

* Compatible with all n8n installations v1.0.0+

*Superflowz is a subsidiary of CARDUME ESBELTO UNIP. LDA. Your purchase will be from, and your receipt will list, CARDUME ESBELTO