{
  "outcome": "En Claude Code-økt driver en hel analyse med po som verktøykasse, uten at po gjør ett eneste modellkall.",
  "run_path": {
    "module": "run.py",
    "scope": "run_project",
    "package": "portfolio_optimiser",
    "held_out": [
      {
        "symbol": "admits",
        "reason": "dimensjonsfilteret inne i mandat-vurderingen; skriver ingen egen artefakt"
      },
      {
        "symbol": "baseline_from_project",
        "reason": "utleder grunnlaget fra prosjektobjektet inne i «kostnadsgrunnlag»"
      },
      {
        "symbol": "build_mcp_tools",
        "reason": "bygger verktøylista debatten kaller; hører til modellveien"
      },
      {
        "symbol": "bundle_citations",
        "reason": "siteringshjelper inne i «kontekst»"
      },
      {
        "symbol": "bundle_excerpt_citations",
        "reason": "siteringshjelper inne i «kontekst»"
      },
      {
        "symbol": "chunk_dict_to_citation",
        "reason": "formkonvertering inne i «kontekst»"
      },
      {
        "symbol": "classify_codes",
        "reason": "klassifiserer avvisningskodene inne i «validering»"
      },
      {
        "symbol": "criteria_block",
        "reason": "renderer mandatkriteriene inn i prompten; modellveien"
      },
      {
        "symbol": "fresh_workflow",
        "reason": "krever chatklient: bygger MAF-debatten"
      },
      {
        "symbol": "generate_via_llm",
        "reason": "krever chatklient: ER modellkallet"
      },
      {
        "symbol": "grounding_offer",
        "reason": "bygger grunnlagstilbudet til prompten; modellveien"
      },
      {
        "symbol": "load_contracts",
        "reason": "leser kontraktsfilene før kjøringen; egen dør hører i preflight"
      },
      {
        "symbol": "load_verdicts_from_dir",
        "reason": "leser tidligere dommer inn i ExpeL-konteksten; inne i «dom»"
      },
      {
        "symbol": "make_retrieval_tool",
        "reason": "pakker «kontekst» som FunctionTool for agentene; modellveien"
      },
      {
        "symbol": "navigator_tools",
        "reason": "explore-modusens verktøy; rad 2 avgrenser B til proposer og checker"
      },
      {
        "symbol": "optional_bundle_candidate_features",
        "reason": "henter valgfrie trekk inne i «verdict-id»"
      },
      {
        "symbol": "proposal_reviews_payload",
        "reason": "bygger nyttelasten «forslagsvurderinger» skriver"
      },
      {
        "symbol": "requirement_payload",
        "reason": "explore-modus; utenfor B slik rad 2 avgrenser den"
      },
      {
        "symbol": "resolve_model",
        "reason": "slår opp deployment-navnet for chatklienten; modellveien"
      },
      {
        "symbol": "tool_call_payload",
        "reason": "bygger nyttelasten «debatt-verktøy» skriver"
      },
      {
        "symbol": "tool_server_index",
        "reason": "indekserer MCP-serverne for debatten; modellveien"
      },
      {
        "symbol": "assert_declared_ids_agree",
        "reason": "konsistenssjekk inne i «pakke»"
      },
      {
        "symbol": "declared_reference_numbers",
        "reason": "leser de erklærte referansetallene inne i «pakke»"
      },
      {
        "symbol": "load_optional_cost_baseline",
        "reason": "valgfri overstyring inne i «kostnadsgrunnlag»"
      },
      {
        "symbol": "reconcile_bundle_id",
        "reason": "binder bundle-id-en inne i «pakke»"
      },
      {
        "symbol": "declaration_of",
        "reason": "leser prepass-erklæringen inne i «prepass»"
      },
      {
        "symbol": "declaration_payload",
        "reason": "bygger erklæringens nyttelast inne i «prepass»"
      },
      {
        "symbol": "render_context",
        "reason": "renderer prepass-konteksten inn i prompten; modellveien"
      }
    ]
  },
  "steps": [
    {
      "id": "pakke",
      "label": "last kunnskapspakken og naviger den",
      "module": "okf.py",
      "symbol": "navigate_bundle",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "subcommand",
        "module": "toolbox.py",
        "scope": "main",
        "command": "navigate-bundle"
      },
      "probe": [
        "tests/test_toolbox_doors.py::test_navigate_bundle_from_outside_reports_every_file_the_base_holds"
      ]
    },
    {
      "id": "kostnadsgrunnlag",
      "label": "slå opp kostnadsgrunnlaget",
      "module": "okf.py",
      "symbol": "derive_cost_baseline",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "subcommand",
        "module": "toolbox.py",
        "scope": "main",
        "command": "cost-baseline"
      },
      "probe": [
        "tests/test_toolbox_doors.py::test_cost_baseline_from_outside_derives_exactly_what_the_priced_table_says"
      ]
    },
    {
      "id": "kontekst",
      "label": "hent kontekst-utdrag til forslaget",
      "module": "datasource.py",
      "symbol": "retrieve_chunks",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "subcommand",
        "module": "toolbox.py",
        "scope": "main",
        "command": "retrieve-chunks"
      },
      "probe": [
        "tests/test_toolbox_doors.py::test_retrieve_chunks_from_outside_matches_the_in_process_seam_exactly"
      ]
    },
    {
      "id": "prepass",
      "label": "slipp inn prepass-nyttelasten",
      "module": "prepass.py",
      "symbol": "admit_payload",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "subcommand",
        "module": "toolbox.py",
        "scope": "main",
        "command": "prepass-admit"
      },
      "probe": [
        "tests/test_toolbox_doors.py::test_prepass_admit_from_outside_admits_the_producers_own_payload"
      ]
    },
    {
      "id": "validering",
      "label": "valider forslaget, metodetak inkludert",
      "module": "validator.py",
      "symbol": "validate_proposal",
      "driver": {
        "module": "run.py",
        "scope": "evaluate_mandate_candidates"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "verdict-id",
      "label": "mint verdict_id fra IR-ens trekk",
      "module": "verdicts.py",
      "symbol": "verdict_key",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "dom",
      "label": "fang fagpersonens dom som en Verdict",
      "module": "verdicts.py",
      "symbol": "capture_verdict",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "kjørekonfig",
      "label": "skriv kjøringens konfigurasjon",
      "module": "outbox.py",
      "symbol": "write_run_config",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "coverage",
      "label": "skriv coverage-raden per tilnærming",
      "module": "outbox.py",
      "symbol": "write_coverage",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "utboks",
      "label": "skriv utboksen",
      "module": "outbox.py",
      "symbol": "write_outbox",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "rundebinding",
      "label": "bind en utboks til en rundekatalog",
      "module": "evals/round_builder.py",
      "symbol": "build_round",
      "driver": {
        "module": "evals/round_builder.py",
        "scope": "main"
      },
      "entry": {
        "kind": "module-main",
        "module": "evals/round_builder.py",
        "scope": "main"
      },
      "probe": [
        "tests/test_round_builder_loadbearing.py::test_the_command_line_builds_a_round_and_refuses_one_it_cannot"
      ]
    },
    {
      "id": "rapport",
      "label": "skriv rundens rapport på norsk",
      "module": "evals/round_builder.py",
      "symbol": "build_report",
      "driver": {
        "module": "evals/round_builder.py",
        "scope": "build_round"
      },
      "entry": {
        "kind": "module-main",
        "module": "evals/round_builder.py",
        "scope": "main"
      },
      "probe": [
        "tests/test_round_builder_loadbearing.py::test_the_report_names_every_approach_that_was_considered"
      ]
    },
    {
      "id": "gate",
      "label": "døm rundene med v1-gaten",
      "module": "evals/v1_gate.py",
      "symbol": "evaluate",
      "driver": {
        "module": "evals/v1_gate.py",
        "scope": "main"
      },
      "entry": {
        "kind": "module-main",
        "module": "evals/v1_gate.py",
        "scope": "main"
      },
      "probe": [
        "tests/test_v1_gate.py::test_the_command_is_red_today_with_every_row_in_its_output"
      ]
    },
    {
      "id": "prepass-artefakt",
      "label": "skriv prepassets egen artefakt",
      "module": "outbox.py",
      "symbol": "write_prepass",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "parse-feil",
      "label": "skriv det som ikke lot seg lese",
      "module": "outbox.py",
      "symbol": "write_parse_failures",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "forslagsvurderinger",
      "label": "skriv vurderingene av hvert forslag",
      "module": "outbox.py",
      "symbol": "write_proposal_reviews",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    },
    {
      "id": "debatt-verktøy",
      "label": "skriv verktøyene debatten kalte",
      "module": "outbox.py",
      "symbol": "write_debate_tools",
      "driver": {
        "module": "run.py",
        "scope": "run_project"
      },
      "entry": {
        "kind": "console-script",
        "module": "run.py",
        "scope": "main"
      },
      "probe": []
    }
  ],
  "roles": {
    "source": {
      "module": "workflow.py",
      "symbol": "_MAKER_CHECKER_ROLES"
    },
    "evidence": {
      "proposer": [
        "tests/test_b_toolbox_probes.py::test_proposer_from_outside_mints_byte_identical_artefacts",
        "tests/test_b_toolbox_probes.py::test_proposer_from_outside_is_rejected_with_the_same_reason"
      ],
      "checker": [
        "tests/test_b_toolbox_probes.py::test_checker_from_outside_mints_byte_identical_artefacts",
        "tests/test_b_toolbox_probes.py::test_checker_from_outside_is_rejected_with_the_same_reason"
      ]
    }
  },
  "no_claude_path": {
    "manifest": {
      "sentinels": [
        "src/portfolio_optimiser/run.py",
        "main.py",
        "examples/ingest-golden-file/expected-bundle/index.md",
        "spikes/__init__.py",
        "contexts/dekke-og-kontrakt-lindaas-2027/bundle.txt"
      ],
      "skip_dirs": [
        ".git",
        "__pycache__",
        ".venv",
        ".pytest_cache",
        ".ruff_cache",
        ".mypy_cache",
        "node_modules",
        ".idea",
        ".vscode"
      ]
    },
    "patterns": [
      {
        "id": "prosess",
        "label": "prosess-start av claude fra kode",
        "pattern_b64": "KHN1YnByb2Nlc3NcLihydW58UG9wZW58Y2FsbHxjaGVja19vdXRwdXQpfG9zXC5zeXN0ZW18b3NcLmV4ZWNcdyspXHMqXChccypcWz9ccypbIiddY2xhdWRlWyInXQ==",
        "known_positive_b64": "c3VicHJvY2Vzcy5ydW4oWyJjbGF1ZGUiLCAiLXAiLCAiYW5hbHlzZXIgcHJvc2pla3RldCJdKQ==",
        "known_negative_b64": "c3VicHJvY2Vzcy5ydW4oWyJweXRob24iLCAiLW0iLCAicG9ydGZvbGlvX29wdGltaXNlci5ydW4iLCAiUDEiXSk="
      },
      {
        "id": "kommando",
        "label": "claude som kommando i en kjørbar linje",
        "pattern_b64": "KF58W1xzOyZ8YCQoXSljbGF1ZGVccysoLXBcYnwtLXByaW50XGJ8LS1wZXJtaXNzaW9uLW1vZGVcYnwtLWRhbmdlcm91c2x5LXNraXAtcGVybWlzc2lvbnNcYnwtLW1vZGVsXHMp",
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      },
      {
        "id": "sdk-import",
        "label": "import av Claude Agent SDK",
        "pattern_b64": "XlxzKihmcm9tfGltcG9ydClccysoY2xhdWRlX2FnZW50X3Nka3xjbGF1ZGVfY29kZV9zZGspXGI=",
        "known_positive_b64": "aW1wb3J0IGNsYXVkZV9hZ2VudF9zZGs=",
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      },
      {
        "id": "maf-anthropic",
        "label": "MAF sin Anthropic-provider",
        "pattern_b64": "KGFnZW50X2ZyYW1ld29ya1wuYW50aHJvcGljfGFnZW50W18tXWZyYW1ld29ya1tfLV1jbGF1ZGV8QW50aHJvcGljQ2hhdENsaWVudCk=",
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      },
      {
        "id": "oauth",
        "label": "lesing av Claude-abonnementets legitimasjon",
        "pattern_b64": "KENMQVVERV9DT0RFX09BVVRIX1RPS0VOfFwuY2xhdWRlL1wuY3JlZGVudGlhbHNcLmpzb258Y2xhdWRlXC5haS9vYXV0aCk=",
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      },
      {
        "id": "proxy",
        "label": "proxy mot Anthropics API",
        "pattern_b64": "KEFOVEhST1BJQ19CQVNFX1VSTHxBTlRIUk9QSUNfQVBJX0tFWXxhcGlcLmFudGhyb3BpY1wuY29tKQ==",
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      },
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        "id": "argv-literal",
        "label": "claude som programnavn i en argumentliste",
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        "known_positive_b64": "Y21kID0gWyJjbGF1ZGUiLCAiLXAiLCAiYW5hbHlzZXIgcHJvc2pla3RldCJd",
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      },
      {
        "id": "kommando-streng",
        "label": "claude med flagg inne i en streng",
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      },
      {
        "id": "binaersti",
        "label": "en konstant som navngir claude-binaeren",
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      },
      {
        "id": "sdk-anthropic",
        "label": "import av den offisielle Anthropic-SDK-en",
        "pattern_b64": "XlxzKihmcm9tfGltcG9ydClccythbnRocm9waWNcYg==",
        "known_positive_b64": "aW1wb3J0IGFudGhyb3BpYw==",
        "known_negative_b64": "aW1wb3J0IGFudGhyb3BpY19ub3Rlcw=="
      },
      {
        "id": "node-runner",
        "label": "claude-code startet av en node- eller uv-kjoerer",
        "pattern_b64": "KG5weHx1dnh8YnVueHxwbnBtXHMrZGx4KVxiWyInXHMsXSsoLXsxLDJ9XHdbXHctXSpbIidccyxdKykqWyInXT8oQGFudGhyb3BpYy1haS8pP2NsYXVkZS1jb2RlXGI=",
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      },
      {
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        "label": "dynamisk import av en Claude-klient",
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      },
      {
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        "label": "importlib mot en Claude-klient",
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      },
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      },
      {
        "id": "sdk-ts-import",
        "label": "import av den offisielle TypeScript-SDK-en",
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    "checks": {
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          "symbol": "run_project"
        },
        "probe": [
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      "rundekatalog": {
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        },
        "probe": [
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  "runbook": {
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    ],
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}