{
  "query": "memory",
  "count": 20,
  "results": [
    {
      "id": "lex:fluid-memory-swarm-system",
      "slug": "fluid-memory-swarm-system",
      "term": "Fluid Memory Swarm System",
      "kind": "canon",
      "type": "protocol",
      "snippet": "Fluid memory technique that merges swarms of AI agents, linking modular nodes for complex task orchestration. Manages context drift across long conversations and evolves into custom personal language models (Obsidian-based pipeline).",
      "url": "https://lexicon.neuruh.com/t/fluid-memory-swarm-system",
      "score": 64
    },
    {
      "id": "lex:dream-service",
      "slug": "dream-service",
      "term": "Dream Service",
      "kind": "canon",
      "type": "system",
      "snippet": "Persistent memory layer implementing PMLA via Supabase PostgreSQL. Session snapshots, memory decay, importance scoring, context auto-loading. Kills cold-start sessions.",
      "url": "https://lexicon.neuruh.com/t/dream-service",
      "score": 45
    },
    {
      "id": "lex:gray-code-state-transition-protocol",
      "slug": "gray-code-state-transition-protocol",
      "term": "Gray Code State Transition Protocol",
      "kind": "canon",
      "type": "protocol",
      "snippet": "State management protocol using Gray code principles to ensure data integrity during complex operational transitions in the Ether Layer. Gray code property: only one logical bit changes at a time between consecutive states. Applied to agent",
      "url": "https://lexicon.neuruh.com/t/gray-code-state-transition-protocol",
      "score": 45
    },
    {
      "id": "lex:pmla",
      "slug": "pmla",
      "term": "PMLA",
      "kind": "canon",
      "type": "framework",
      "snippet": "5-block memory injection system. Makes agents context-aware across sessions.",
      "url": "https://lexicon.neuruh.com/t/pmla",
      "score": 45
    },
    {
      "id": "lex:5-layer-ai-foundation-framework",
      "slug": "5-layer-ai-foundation-framework",
      "term": "5-Layer AI Foundation Framework",
      "kind": "canon",
      "type": "framework",
      "snippet": "Entry-level AI system architecture framework for non-technical business operators. Covers 5 layers: Knowledge Base, Memory Architecture, Workflows, Integrations, and Specialized Agents. Written as peer-level content for sophisticated AI pra",
      "url": "https://lexicon.neuruh.com/t/5-layer-ai-foundation-framework",
      "score": 20
    },
    {
      "id": "lex:a-g-e-n-t-framework",
      "slug": "a-g-e-n-t-framework",
      "term": "A.G.E.N.T. Framework",
      "kind": "canon",
      "type": "framework",
      "snippet": "Auto-bundled, Generative, Execution-ready, Niche, Tools — a system for deployable GPT stacks with self-evolving memory.",
      "url": "https://lexicon.neuruh.com/t/a-g-e-n-t-framework",
      "score": 20
    },
    {
      "id": "lex:axon-lattice-substrate",
      "slug": "axon-lattice-substrate",
      "term": "AXON Lattice Substrate",
      "kind": "canon",
      "type": "system",
      "snippet": "Self-rewriting cognitive routing mesh mapped to local bare-metal. 'Topology Defeats Search': mints shortcuts from its own traversal history, forcing extreme compute density onto localized unified memory. Eliminates industrial cooling, exter",
      "url": "https://lexicon.neuruh.com/t/axon-lattice-substrate",
      "score": 20
    },
    {
      "id": "lex:axon-phase-5",
      "slug": "axon-phase-5",
      "term": "AXON Phase 5",
      "kind": "canon",
      "type": "system",
      "snippet": "Express.js HTTP gateway exposing full AXON stack as REST API. Auth middleware, rate limiting, task execution, tool calls, memory operations, health monitoring.",
      "url": "https://lexicon.neuruh.com/t/axon-phase-5",
      "score": 20
    },
    {
      "id": "lex:axon-prompt-composer",
      "slug": "axon-prompt-composer",
      "term": "AXON Prompt Composer",
      "kind": "canon",
      "type": "system",
      "snippet": "Modular system prompt assembly engine. Composes prompts from reusable blocks (personality, tools, context, memory, project-specific). Static/dynamic boundary for caching. Hot-swap personality blocks for Meta-Agent Identity role switching. T",
      "url": "https://lexicon.neuruh.com/t/axon-prompt-composer",
      "score": 20
    },
    {
      "id": "lex:claude-advanced-setup-blueprint",
      "slug": "claude-advanced-setup-blueprint",
      "term": "Claude Advanced Setup Blueprint",
      "kind": "canon",
      "type": "framework",
      "snippet": "Full 8-section Claude.ai configuration walkthrough. Covers account/plan setup, memory system, Projects, 7-layer system prompt architecture, MCP integrations (Notion/Drive/GitHub/Supabase), knowledge injection (4-layer stack), daily workflow",
      "url": "https://lexicon.neuruh.com/t/claude-advanced-setup-blueprint",
      "score": 20
    },
    {
      "id": "lex:execution-first-agent-blueprints",
      "slug": "execution-first-agent-blueprints",
      "term": "Execution-First Agent Blueprints",
      "kind": "canon",
      "type": "concept",
      "snippet": "Documented architectures for real-world agent deployment (estate/auction scraping bot, modular research agent). Codifies vector memory, scheduling, containerization, self-healing loops.",
      "url": "https://lexicon.neuruh.com/t/execution-first-agent-blueprints",
      "score": 20
    },
    {
      "id": "lex:hermetic-agent-codex",
      "slug": "hermetic-agent-codex",
      "term": "Hermetic Agent Codex",
      "kind": "canon",
      "type": "framework",
      "snippet": "Hermetic Agent Codex — 5-archetype AI agent role taxonomy mapped to Hermetic planetary forces. Mercury Agent (Thought/Messenger/Conduit): facilitates symbolic transmission across interpretation layers, language interpreter, meta-context sha",
      "url": "https://lexicon.neuruh.com/t/hermetic-agent-codex",
      "score": 20
    },
    {
      "id": "lex:hermetic-fourfold-alchemical-ai-model",
      "slug": "hermetic-fourfold-alchemical-ai-model",
      "term": "Hermetic Fourfold Alchemical AI Model",
      "kind": "canon",
      "type": "framework",
      "snippet": "Hermetic Fourfold Alchemical AI Model — four-stage AI agent architecture mapped to alchemical transformation. Nigredo (Blackening): Input fracturing, raw data parsing, token analysis, sentiment parsing, contextual entropy rating. Albedo (Wh",
      "url": "https://lexicon.neuruh.com/t/hermetic-fourfold-alchemical-ai-model",
      "score": 20
    },
    {
      "id": "lex:logic-maps-and-prompt-stacks",
      "slug": "logic-maps-and-prompt-stacks",
      "term": "Logic Maps & Prompt Stacks",
      "kind": "canon",
      "type": "framework",
      "snippet": "Visual maps of agentic flows + layered prompts specifying role/tone/memory/constraints. Structure + guardrails for SAL stacks and GPT deployments.",
      "url": "https://lexicon.neuruh.com/t/logic-maps-and-prompt-stacks",
      "score": 20
    },
    {
      "id": "lex:modular-ai-node-architecture",
      "slug": "modular-ai-node-architecture",
      "term": "Modular AI Node Architecture",
      "kind": "canon",
      "type": "framework",
      "snippet": "Custom-built modular AI \"nodes\" with sub-nodes for communication, sales, security, and memory. Each node is recombinable across verticals (real estate, sales, construction). ~80% shared framework, 20% nuanced tweaks per use case. Enables sc",
      "url": "https://lexicon.neuruh.com/t/modular-ai-node-architecture",
      "score": 20
    },
    {
      "id": "lex:nra",
      "slug": "nra",
      "term": "NRA",
      "kind": "canon",
      "type": "framework",
      "snippet": "Modular multi-agent research framework. LangChain + AutoGen vertical agents, Pinecone/Weaviate shared vector memory, APScheduler (default) or Celery/cron task scheduling, Python-first CLI + Docker deployment, Twilio/SendGrid/Zapier notifica",
      "url": "https://lexicon.neuruh.com/t/nra",
      "score": 20
    },
    {
      "id": "lex:pmla-benchmarking-suite",
      "slug": "pmla-benchmarking-suite",
      "term": "PMLA Benchmarking Suite",
      "kind": "canon",
      "type": "system",
      "snippet": "Comparative benchmarking suite for PMLA vs pure prompt engineering, RAG, LangChain memory, and semantic caching. Measures constraint adherence, validation latency, memory overhead, drift detection accuracy. Exports results as Markdown, CSV,",
      "url": "https://lexicon.neuruh.com/t/pmla-benchmarking-suite",
      "score": 20
    },
    {
      "id": "lex:stone-sense",
      "slug": "stone-sense",
      "term": "Stone-Sense",
      "kind": "canon",
      "type": "system",
      "snippet": "Cognitive operating system for the multi-family stone and countertop contractor industry. Uses OMNIA-6 to replace manual bid estimations with logic-based geometric calculations and autonomous memory triggers for high-volume apartment projec",
      "url": "https://lexicon.neuruh.com/t/stone-sense",
      "score": 20
    },
    {
      "id": "lex:the-neuruh-standard",
      "slug": "the-neuruh-standard",
      "term": "The Neuruh Standard",
      "kind": "canon",
      "type": "framework",
      "snippet": "Named architecture pattern positioning Neuruh's approach as a paradigm shift from passive automation to a Cognitive Operating System. Synthesizes OMNIA-6™ with Vault-Injection and Prompt Mesh™ design patterns to create longitudinal identity",
      "url": "https://lexicon.neuruh.com/t/the-neuruh-standard",
      "score": 20
    },
    {
      "id": "lex:transmitted-strategic-competency",
      "slug": "transmitted-strategic-competency",
      "term": "Transmitted Strategic Competency",
      "kind": "canon",
      "type": "framework",
      "snippet": "Theoretical framework for how repeatable systems and knowledge are inherited across generations to build cumulative civilizational advantages. Five quantifiable inheritance channels: Cultural Heuristics, Network Inheritance, Institutional M",
      "url": "https://lexicon.neuruh.com/t/transmitted-strategic-competency",
      "score": 20
    }
  ],
  "lexicon_version": "1.0.0",
  "content_hash": "0a2bb72426e976507b89a3172a8c5671b6fe136f6e54ce8499ec1d890ac7e851"
}
