{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "@id": "https://www.insightits.com/products/prism-resonance.html",
  "slug": "prism-resonance",
  "canonicalName": "PrismResonance",
  "name": "PrismResonance — Dynamic Wavepacket Memory for RAG",
  "canonicalUrl": "https://www.insightits.com/products/prism-resonance.html",
  "knowledgeUrl": "https://www.insightits.com/catalog/prism-resonance.json",
  "markdownUrl": "https://www.insightits.com/catalog/prism-resonance.md",
  "family": "aiRetrieval",
  "infraFamily": "AI Retrieval",
  "recordType": "product",
  "status": "published",
  "parentProduct": null,
  "whatItIs": "Dynamic wavepacket memory for RAG: embeddings as z = A·e^(iφ) — amplitude frozen, phase dynamic. Two-level group-then-chunk retrieval. Source DB stays read-only.",
  "problem": "Nearest-neighbour RAG does not gate context by operational state (alert vs archive). Teams need phase-gated recall without mutating the source store.",
  "isNot": [
    "PrismRAG (taxonomy graph)",
    "A source-DB mutator"
  ],
  "alternatives": [
    {
      "name": "Flat vector nearest-neighbour",
      "relationship": "No published competitor comparison page. Six FrequencyFamily bands (NEUTRAL through ARCHIVE) are the product model."
    }
  ],
  "features": [
    {
      "name": "Wave Interference Retrieval",
      "description": "z = A · e^(iφ) — amplitude encodes meaning, phase gates context. Constructive interference surfaces in-band chunks without brute-force nearest-neighbour scan."
    },
    {
      "name": "Two-Level Memory",
      "description": "Group layer resonance first, then chunk layer — hierarchical recall that mirrors how human memory clusters related facts."
    },
    {
      "name": "Read-Only Source",
      "description": "Wrap pgvector or Chroma with adapters — your source DB is never mutated. Resonance state lives in a separate ONNX-backed store."
    }
  ],
  "architecture": "Six frequency bands (π/6 apart). Group-layer resonance first, then chunk layer. Phase Coherence Shield drops low-resonance chunks. Sleep: temporal decay → synaptic alignment → group recompute → group merge. ONNX CPU — no PyTorch required.",
  "useCases": [
    "RAG memory that must not write back to pgvector/Chroma",
    "Context gating by operational band"
  ],
  "benchmarks": {
    "published": false,
    "summary": "No published vendor benchmark for this product. Do not invent metrics.",
    "disclosures": [
      "No published vendor benchmark for this product. Do not invent metrics."
    ],
    "urls": []
  },
  "github": "https://github.com/insightitsGit/prismresonance",
  "pypi": "https://pypi.org/project/prismresonance/0.3.0/",
  "documentation": [],
  "install": "pip install prismresonance (v0.3.0 on PyPI). MIT license. ONNX CPU — no PyTorch required.",
  "version": "0.3.0",
  "relatedProducts": [
    "python-libs",
    "prismrag",
    "prismlang"
  ],
  "publisher": {
    "@type": "Organization",
    "name": "Insight IT Solutions",
    "legalName": "Insight IT Solutions LLC",
    "url": "https://www.insightits.com"
  }
}