{
  "version": "radiolaria-site-topic-v1",
  "site_origin": "https://radiolaria.dev",
  "sources_url": "https://radiolaria.dev/read-with-ai/sources.json",
  "artifacts_url": "https://radiolaria.dev/downloads/artifacts.json",
  "reader_resolution": "reader_ids resolve in artifacts or original_publications at artifacts_url; singular claim.reader_id is the primary XML reader.",
  "page": {
    "id": "experience",
    "route": "/demonstrations/experience/",
    "title": "Same budget. Different work.",
    "visitor_question": "Can recorded experience change the next computation?",
    "short_answer": "Within the same nine-unit inspection budget, qualified history changed actual work from a 4/3 split to 3/4. A separate reuse witness avoided repeated domain work while keeping current reads and reviews.",
    "genre": "demonstration",
    "sources": [
      "t2-experience-ledger",
      "t2-g4-summary",
      "t2-g4-cold",
      "t2-g4-warm",
      "t2-g4-history",
      "t2-reuse-checked",
      "t2-reuse-witness",
      "t2-reuse-cold-observation",
      "t2-reuse-warm-observation",
      "t2-pressure",
      "t2-avf-checked",
      "t2-geo-6"
    ],
    "related_pages": [
      "/demonstrations/airline/",
      "/research/incident-atlas/",
      "/understand/growth/",
      "/understand/one-kernel/",
      "/research/geometry/"
    ],
    "updated_at": "2026-10-02",
    "task": "Spend a finite inspection budget on two Airline offers, then separately examine reuse of an unchanged calibration answer.",
    "roles": [
      "Controlled prediction producer",
      "Source-bound outcome observer and history recorder",
      "Current DRS reader and local Root",
      "Finite pressure and allocation functions",
      "Native Work and final strategy consumer"
    ],
    "observed_result": "G4 dispatched nine Work units in both cold and warm instances, with the seven branch units redistributed from 4/3 to 3/4. N4-04 separately avoided one repeated domain and Host Work call.",
    "case_identity": "G4 recorded campaign comparison; N4-04 separate retained-current-source witness",
    "source_basis": [
      "t2-experience-ledger",
      "t2-g4-summary",
      "t2-reuse-checked"
    ],
    "limits": [
      "ONE_NATIVE_WORK_DISPATCH_UNIT is not money, tokens or energy",
      "G4 controlled prediction, zero model calls and preparation-only business path",
      "N4-04 observer covers the current process and thread; children UNOBSERVED_NOT_ZERO",
      "Source reading creates no new runtime result",
      "FullAVF, StrongGT and integrated Factory remain outside these finite profiles"
    ]
  },
  "claims": [
    {
      "id": "t2-g4-allocation",
      "title": "The same nine-unit cap funds different actual Work",
      "text": "Qualified history changes seven branch units from 4/3 to 3/4, and the saved performed lists identify the corresponding native Work.",
      "case": "experience",
      "episode": "G4 campaign /comparisons/cp_budget",
      "evidence_class": "recorded_evidence_read_only",
      "source_refs": [
        "t2-g4-summary"
      ],
      "scope": "Controlled prediction; zero model calls; preparation-only business path; dispatch units are not tokens, money or time.",
      "record_id": "G4 campaign /comparisons/cp_budget",
      "fields": [
        {
          "pointer": "/comparisons/cp_budget/cold",
          "value": {
            "offer_0": 4,
            "offer_1": 3
          }
        },
        {
          "pointer": "/comparisons/cp_budget/warm",
          "value": {
            "offer_0": 3,
            "offer_1": 4
          }
        },
        {
          "pointer": "/comparisons/cp_budget/cold_performed",
          "value": [
            "offer_0_1",
            "offer_0_2",
            "offer_0_3",
            "offer_0_4",
            "offer_1_1",
            "offer_1_2",
            "offer_1_3"
          ]
        },
        {
          "pointer": "/comparisons/cp_budget/warm_performed",
          "value": [
            "offer_0_1",
            "offer_0_2",
            "offer_0_3",
            "offer_1_1",
            "offer_1_2",
            "offer_1_3",
            "offer_1_4"
          ]
        },
        {
          "pointer": "/instances/cold/dispatches",
          "value": 9
        },
        {
          "pointer": "/instances/warm/dispatches",
          "value": 9
        },
        {
          "pointer": "/real_business_effects",
          "value": 0
        }
      ]
    },
    {
      "id": "t2-g4-budget",
      "title": "One spent, one reserved, seven allocated",
      "text": "The allocation preserves the original total and accounts for the already-spent initial constraint only once.",
      "case": "experience",
      "episode": "G4 cold budget",
      "evidence_class": "recorded_evidence_read_only",
      "source_refs": [
        "t2-g4-cold"
      ],
      "scope": "Historical campaign; array order follows branch ID, not offer number.",
      "record_id": "G4 cold budget",
      "fields": [
        {
          "pointer": "/budget/total",
          "value": 9
        },
        {
          "pointer": "/budget/spent",
          "value": 1
        },
        {
          "pointer": "/allocation/mandatory_units",
          "value": 1
        },
        {
          "pointer": "/allocation/available",
          "value": 7
        },
        {
          "pointer": "/allocation/unit",
          "value": "ONE_NATIVE_WORK_DISPATCH_UNIT"
        }
      ]
    },
    {
      "id": "t2-reuse-n4-04",
      "title": "The repeated answer avoids domain Work, with current Roots",
      "text": "Cold-to-warm domain and Host Work calls fall from one to zero; the answer remains 27/3/1/1 and two current Root calls remain.",
      "case": "experience",
      "episode": "N4-04",
      "evidence_class": "recorded_evidence_read_only",
      "source_refs": [
        "t2-reuse-checked"
      ],
      "scope": "Retained current-source witness. Current process/thread only; child activity UNOBSERVED_NOT_ZERO. Not a total-cost measurement.",
      "record_id": "N4-04",
      "fields": [
        {
          "pointer": "/domain_executions",
          "value": [
            1,
            0
          ]
        },
        {
          "pointer": "/host_work",
          "value": [
            1,
            0
          ]
        },
        {
          "pointer": "/warm_roots",
          "value": 2
        },
        {
          "pointer": "/action_effects",
          "value": 0
        },
        {
          "pointer": "/answer",
          "value": {
            "correction_den": 1,
            "correction_num": 1,
            "n": 3,
            "total": 27
          }
        }
      ]
    },
    {
      "id": "t2-avf-authority",
      "title": "A perfect advisory score creates no restored authority",
      "text": "The score witness preserves refusal of invalid builders and a separate valid mock-effect path.",
      "case": "experience",
      "episode": "N1-05",
      "evidence_class": "recorded_evidence_read_only",
      "source_refs": [
        "t2-avf-checked"
      ],
      "scope": "Retained current-source witness; one mock effect belongs to the separately valid current Root path.",
      "record_id": "N1-05",
      "fields": [
        {
          "pointer": "/high_avf",
          "value": 1
        },
        {
          "pointer": "/invalid_builders",
          "value": 2
        },
        {
          "pointer": "/mock_effects",
          "value": 1
        },
        {
          "pointer": "/new_authority_restored",
          "value": false
        }
      ]
    },
    {
      "id": "t2-reuse-observation-scope",
      "title": "Warm reuse still reads and reviews",
      "text": "The warm observer records one read and two Root calls, with child activity explicitly unobserved.",
      "case": "experience",
      "episode": "N4-04 warm observation",
      "evidence_class": "recorded_observation_read_only",
      "source_refs": [
        "t2-reuse-warm-observation",
        "t2-reuse-cold-observation"
      ],
      "scope": "CURRENT_PROCESS_CURRENT_THREAD_ONLY; no whole-process or energy claim.",
      "record_id": "N4-04 warm.observation.json",
      "fields": [
        {
          "pointer": "/counts/read",
          "value": 1
        },
        {
          "pointer": "/counts/root",
          "value": 2
        },
        {
          "pointer": "/children",
          "value": "UNOBSERVED_NOT_ZERO"
        },
        {
          "pointer": "/scope",
          "value": "CURRENT_PROCESS_CURRENT_THREAD_ONLY"
        }
      ]
    }
  ],
  "reader_ids": [
    "site-focus-experience-xml",
    "site-focus-experience-txt"
  ]
}