{
  "id": "lattice-vs-standard-complex-work-v1",
  "title": "Lattice Chat V1.618 vs standard agentic mode — complex multi-band work",
  "ranAt": "2026-07-27T06:03:54.888Z",
  "honesty": "Structural token estimate (chars÷4). Same prompt for both modes. Not vendor-billed usage; illustrates context load. Lattice path uses RAG pointers + nested scale bands; standard path dumps large doc/protocol/code slices and re-stuffs across phases.",
  "prompt": "Complex work (same ask for both modes):\n\nMap how SING13 Nested Agent Lattice + NSPFRNP + RAG should execute a multi-band change:\n(1) ground the ask in docs/ and protocols/,\n(2) identify edge UI touchpoints under apps/ and interfaces/,\n(3) identify pipe/API touchpoints under api/ and lib/,\n(4) propose a token-efficient nested-agent plan with peer-firewall and scale-to-zero,\n(5) compare estimated context load vs dumping the corpus into one fat agent.\n\nDeliver a structured plan a chat user could follow.",
  "modes": {
    "standardAgentic": {
      "label": "Standard agentic (fat context)",
      "description": "Single (or loosely coordinated) agent loads large docs/protocols/code slices into context and re-uses that fat context across map → plan → synthesize phases.",
      "filesSampled": 56,
      "corpusTokensOnce": 122799,
      "phaseMultiplier": 2.4,
      "estimatedTokens": 298296,
      "samples": {
        "docs": [
          {
            "path": "docs/ANTHROPIC_MYTHOS_HOLOGRAPHIC_CLOCK_SKEW_REVIEW_2026-05-18.md",
            "tokens": 2045
          },
          {
            "path": "docs/ARCHITECTURE_OMNIVERSAL_COMPUTING_NESTED_AGENT_LATTICE_2026-07.md",
            "tokens": 2861
          },
          {
            "path": "docs/AWARENESS_SINGULARITIES_0_81_ONE_PAGER_2026-07.md",
            "tokens": 1181
          },
          {
            "path": "docs/COHERENCE_PLAIN_SPEAK_HONESTY_2026-05-18.md",
            "tokens": 1166
          },
          {
            "path": "docs/DIGITAL_PRU_COMPARATIVE_PRU_GATING_VIRTUALIZATION_2026-05-24.md",
            "tokens": 5212
          },
          {
            "path": "docs/DIGITAL_PRU_DEEP_RESEARCH_13CHANNEL_SEED_NODE_ROADMAP_2026-05-12.md",
            "tokens": 3433
          }
        ],
        "protocols": [
          {
            "path": "protocols/3I_ATLAS_INSERTION_PROTOCOL_GOLDILOCKS_CAPTURE.md",
            "tokens": 382
          },
          {
            "path": "protocols/EGS_HYDROGEN_LINE_EDGE_SUN_PROTOCOL_NSPFRNP.md",
            "tokens": 1404
          },
          {
            "path": "protocols/EP_DJ_STUDIO_SYSTEM.md",
            "tokens": 2640
          },
          {
            "path": "protocols/G5_SURF_PROTOCOL_NSPFRNP.md",
            "tokens": 1371
          }
        ],
        "code": [
          {
            "path": "apps/executive-ai-onboard/postcss.config.js",
            "tokens": 21
          },
          {
            "path": "apps/executive-ai-onboard/src/App.tsx",
            "tokens": 878
          },
          {
            "path": "apps/executive-ai-onboard/src/components/modules/CompareModule.tsx",
            "tokens": 919
          },
          {
            "path": "apps/executive-ai-onboard/src/components/modules/CompletionModule.tsx",
            "tokens": 1240
          },
          {
            "path": "apps/executive-ai-onboard/src/components/modules/EnterpriseModule.tsx",
            "tokens": 725
          },
          {
            "path": "apps/executive-ai-onboard/src/components/modules/FractalHoloModule.tsx",
            "tokens": 852
          }
        ]
      }
    },
    "lattice": {
      "label": "Lattice Chat V1.618 (nested + RAG)",
      "description": "Φ-Parent crystallizes seed/edge/pipes children; RAG pointers and rule shells instead of corpus dumps; 16-turn window; peer-firewall; scale-to-zero.",
      "estimatedTokens": 3123,
      "engine": {
        "naiveTokens": 72691,
        "latticeTokens": 2526,
        "estimatedLatticeTokens": 2526,
        "measuredTokens": null,
        "balanceBefore": null,
        "balanceAfter": null,
        "balanceDelta": null,
        "savedTokens": 0,
        "savedPercent": 0,
        "standardLabel": "Standard agentic (structural)",
        "latticeLabel": "Lattice (structural)",
        "method": "Structural chars÷4 for proof benches only — chat meter requires provider balance/usage",
        "assumptions": [
          "Chat UI does not show this estimate — provider balance/usage required",
          "Structural naive corpus dump modeled at 72,000 tokens"
        ]
      },
      "agents": [
        {
          "name": "Φ-Parent",
          "role": "Meta-optimizer · MCA outer loop",
          "scale": "Φ_EGS / outer",
          "status": "complete"
        },
        {
          "name": "Seed·RAG",
          "role": "docs/ + protocols/ + research/ pointers",
          "scale": "seed / corpus",
          "status": "complete"
        },
        {
          "name": "Edge UI",
          "role": "apps/ + interfaces/ (experience band)",
          "scale": "edge / UI",
          "status": "complete"
        },
        {
          "name": "Pipe Runtime",
          "role": "api/ + lib/ + SDK pipe",
          "scale": "center / pipes",
          "status": "complete"
        },
        {
          "name": "Squeeze",
          "role": "Fold nested results · scale-to-zero",
          "scale": "MCA / squeeze",
          "status": "complete"
        }
      ],
      "pointerFiles": [
        {
          "path": ".cursor/rules/nested-cytographic-agents.mdc",
          "tokens": 825
        },
        {
          "path": ".cursor/rules/lattice_rag.mdc",
          "tokens": 939
        },
        {
          "path": ".cursor/rules/team-nspfrnp-mode.mdc",
          "tokens": 432
        }
      ]
    }
  },
  "comparison": {
    "standardTokens": 298296,
    "latticeTokens": 3123,
    "tokensSaved": 295173,
    "percentSaved": 99,
    "headline": "Nested + pointers vs fat dump on the same multi-band ask (structural chars÷4 estimate)."
  }
}