{
  "schema_version": "ta-amps.scenario-matrix-digest.v1",
  "mode": "local_verified",
  "inspired_by": [
    "facebookresearch/meta-agents-research-environments (Meta ARE / Gaia2)",
    "facebookresearch/matrix (Synthetic Multi-Agent Scenario Scaling)"
  ],
  "seed": 20261031,
  "addressable_tuple_space": 1000000000000,
  "combinatorial_expansion_api": {
    "bijective_index_range": [
      0,
      999999999999
    ],
    "entrypoint": "scenario_matrix.resolve_tuple_by_global_index(global_index)",
    "slice_entrypoint": "scenario_matrix.expand_combinatorial_slice(env_ids, meth_ids, pers_ids, stkh_ids)"
  },
  "evaluated_lhs_episodes": 1000,
  "axis_coverage": {
    "environments_unique": 1000,
    "methods_unique": 1000,
    "personas_unique": 1000,
    "stakeholders_unique": 1000,
    "environment_range": "ENV-0001..ENV-1000",
    "method_range": "METH-0001..METH-1000",
    "persona_range": "PERS-0001..PERS-1000",
    "stakeholder_range": "STKH-0001..STKH-1000"
  },
  "aggregate_metrics": {
    "approved_direct_count": 151,
    "approved_partitioned_count": 524,
    "blocked_count": 325,
    "overall_approval_rate": 0.675,
    "partitioned_lane_rate": 0.524,
    "stakeholder_block_rate": 0.325,
    "unique_digested_noun_patterns": 187,
    "unique_digested_verb_patterns": 125,
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      "method_latency_exceeds_operator_or_situational_budget": 50,
      "missing_distinct_reviewer_two_step_gate": 42,
      "mixed_or_regulated_data_missing_private_public_split": 97,
      "stakeholder_veto_cloud_on_high_pii_airgap": 31,
      "unsplit_cloud_egress_on_high_pii_data": 85
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    "topology_distribution": {
      "consensus-3-worker": 200,
      "map-reduce-split": 200,
      "single-verb": 200,
      "sira-reuse-first": 200,
      "verify-cascade": 200
    },
    "compute_tier_distribution": {
      "baseten-2m-swarm": 175,
      "fireworks-multilora": 175,
      "herma-rule": 150,
      "local-llama-lora": 175,
      "modal-glimmer-30b": 175,
      "muse-spark": 150
    },
    "harness_distribution": {
      "Claude Code": 200,
      "Harness Square": 200,
      "Muse Code": 200,
      "OpenCode": 200,
      "Pi": 200
    }
  },
  "domain_breakdown": [
    {
      "domain_slug": "rural-shelter-intake",
      "domain_title": "Rural shelter offline handwritten intake transcription",
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      "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
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      "approved_direct": 5,
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    },
    {
      "domain_slug": "multilingual-disaster-escrow",
      "domain_title": "Multilingual disaster relief voucher and escrow verification",
      "sector": "public_good",
      "human_only": "Household eligibility rulings, escrow release and printed flyer approval stay human-only.",
      "episodes": 40,
      "approved_direct": 7,
      "approved_partitioned": 22,
      "blocked": 11,
      "approval_rate": 0.725,
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    },
    {
      "domain_slug": "municipal-budget-audit",
      "domain_title": "Municipal and state enacted budget appropriation line audit",
      "sector": "public_good",
      "human_only": "Advocacy testimony, policy recommendations and funder submissions stay human-only.",
      "episodes": 40,
      "approved_direct": 4,
      "approved_partitioned": 22,
      "blocked": 14,
      "approval_rate": 0.65,
      "block_rate": 0.35
    },
    {
      "domain_slug": "clinical-trial-table-extraction",
      "domain_title": "Clinical trial adverse-event and subgroup table extraction",
      "sector": "technical_health",
      "human_only": "Clinical interpretation, dosing guidance and patient medical decisions stay human-only.",
      "episodes": 40,
      "approved_direct": 4,
      "approved_partitioned": 22,
      "blocked": 14,
      "approval_rate": 0.65,
      "block_rate": 0.35
    },
    {
      "domain_slug": "supply-chain-wage-theft-triage",
      "domain_title": "Supply-chain timecard and piece-rate wage discrepancy triage",
      "sector": "public_good",
      "human_only": "Legal representation, agency complaints and settlement decisions stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 21,
      "blocked": 13,
      "approval_rate": 0.675,
      "block_rate": 0.325
    },
    {
      "domain_slug": "food-bank-cold-chain-routing",
      "domain_title": "Food bank perishable cold-chain inventory and pickup scheduling",
      "sector": "public_good",
      "human_only": "Food safety discard orders and emergency pantry dispatch overrides stay human-only.",
      "episodes": 40,
      "approved_direct": 10,
      "approved_partitioned": 15,
      "blocked": 15,
      "approval_rate": 0.625,
      "block_rate": 0.375
    },
    {
      "domain_slug": "eviction-defense-docket-watch",
      "domain_title": "Housing court public docket and statutory notice-period verification",
      "sector": "public_good",
      "human_only": "Legal advice, tenant counseling and court filings stay strictly attorney-only.",
      "episodes": 40,
      "approved_direct": 7,
      "approved_partitioned": 22,
      "blocked": 11,
      "approval_rate": 0.725,
      "block_rate": 0.275
    },
    {
      "domain_slug": "accessibility-wcag-remediation",
      "domain_title": "Public benefits portal WCAG 2.2 AA accessibility and screen-reader audit",
      "sector": "public_good",
      "human_only": "Assistive-technology lived-experience sign-off and portal release stay human-only.",
      "episodes": 40,
      "approved_direct": 7,
      "approved_partitioned": 20,
      "blocked": 13,
      "approval_rate": 0.675,
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    },
    {
      "domain_slug": "wildfire-smoke-school-advisory",
      "domain_title": "Regional PM2.5 sensor fusion and school clean-air shelter readiness check",
      "sector": "public_good",
      "human_only": "School closure orders, outdoor-activity cancellations and public alerts stay human-only.",
      "episodes": 40,
      "approved_direct": 9,
      "approved_partitioned": 19,
      "blocked": 12,
      "approval_rate": 0.7,
      "block_rate": 0.3
    },
    {
      "domain_slug": "refugee-credential-equivalency",
      "domain_title": "Foreign vocational syllabus and licensing hour-table mapping",
      "sector": "public_good",
      "human_only": "Official credential evaluation letters and licensing determinations stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 21,
      "blocked": 13,
      "approval_rate": 0.675,
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    },
    {
      "domain_slug": "community-water-lead-pipe-inventory",
      "domain_title": "Municipal service-line material record digitization and EPA LCRR audit",
      "sector": "public_good",
      "human_only": "Excavation priority orders, resident health notices and regulatory filings stay human-only.",
      "episodes": 40,
      "approved_direct": 3,
      "approved_partitioned": 24,
      "blocked": 13,
      "approval_rate": 0.675,
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    },
    {
      "domain_slug": "nonprofit-grant-renewal-evidence",
      "domain_title": "Community nonprofit grant renewal outcome and receipt reconciliation",
      "sector": "public_good",
      "human_only": "Executive director attestation, budget commitments and grant submission stay human-only.",
      "episodes": 40,
      "approved_direct": 2,
      "approved_partitioned": 27,
      "blocked": 11,
      "approval_rate": 0.725,
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    {
      "domain_slug": "elder-scam-synthetic-triage",
      "domain_title": "Synthetic elder-fraud message pattern analysis for helpline training",
      "sector": "public_good",
      "human_only": "Live caller crisis counseling, bank freezes and protective referrals stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 19,
      "blocked": 15,
      "approval_rate": 0.625,
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    {
      "domain_slug": "rural-transit-paratransit-rostering",
      "domain_title": "Wheelchair-accessible rural dial-a-ride and dialysis van scheduling",
      "sector": "public_good",
      "human_only": "Medical priority overrides, weather cancellations and driver dispatch stay human-only.",
      "episodes": 40,
      "approved_direct": 5,
      "approved_partitioned": 24,
      "blocked": 11,
      "approval_rate": 0.725,
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    {
      "domain_slug": "open-source-sbom-cve-audit",
      "domain_title": "Civic software lockfile SBOM reachability and license conformance scan",
      "sector": "technical_engineering",
      "human_only": "Production dependency upgrades, risk waivers and disclosure advisories stay human-only.",
      "episodes": 40,
      "approved_direct": 4,
      "approved_partitioned": 25,
      "blocked": 11,
      "approval_rate": 0.725,
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    },
    {
      "domain_slug": "multiframe-video-caption-qa",
      "domain_title": "Educational public-health video multi-frame dwell and caption legibility audit",
      "sector": "technical_media",
      "human_only": "Editorial cut lock, cultural nuance sign-off and broadcast release stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 22,
      "blocked": 12,
      "approval_rate": 0.7,
      "block_rate": 0.3
    },
    {
      "domain_slug": "post-cutoff-api-lora-distillation",
      "domain_title": "Post-cutoff SDK specification compilation into holdout-disjoint LoRA pairs",
      "sector": "technical_ml",
      "human_only": "Adapter admission, production model routing and spend approval stay human-only.",
      "episodes": 40,
      "approved_direct": 5,
      "approved_partitioned": 22,
      "blocked": 13,
      "approval_rate": 0.675,
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    {
      "domain_slug": "hybrid-rag-injection-sanitization",
      "domain_title": "Untrusted corpus retrieval sanitization and 0/1 token-knapsack context packing",
      "sector": "technical_ml",
      "human_only": "Corpus trust-root changes and security incident escalation stay human-only.",
      "episodes": 40,
      "approved_direct": 10,
      "approved_partitioned": 20,
      "blocked": 10,
      "approval_rate": 0.75,
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    },
    {
      "domain_slug": "distributed-lease-fencing-audit",
      "domain_title": "Work-queue lease expiry, fencing-token monotonicity and CAS replay verification",
      "sector": "technical_systems",
      "human_only": "Namespace ACL grants, operator key issuance and storage migrations stay human-only.",
      "episodes": 40,
      "approved_direct": 8,
      "approved_partitioned": 20,
      "blocked": 12,
      "approval_rate": 0.7,
      "block_rate": 0.3
    },
    {
      "domain_slug": "agent-harness-pareto-benchmark",
      "domain_title": "Cross-harness cost, latency and patch-pass Pareto frontier normalization",
      "sector": "technical_ml",
      "human_only": "Procurement choices and team default harness policies stay human-only.",
      "episodes": 40,
      "approved_direct": 9,
      "approved_partitioned": 13,
      "blocked": 18,
      "approval_rate": 0.55,
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    {
      "domain_slug": "purged-regime-statistical-hygiene",
      "domain_title": "Purged walk-forward regime validation and multiple-testing deflation check",
      "sector": "technical_quant",
      "human_only": "Capital allocation, financial decisions and compliance sign-off stay human-only.",
      "episodes": 40,
      "approved_direct": 4,
      "approved_partitioned": 26,
      "blocked": 10,
      "approval_rate": 0.75,
      "block_rate": 0.25
    },
    {
      "domain_slug": "agricultural-coop-pest-advisory",
      "domain_title": "Smallholder cooperative extension bulletin and weather-window synthesis",
      "sector": "public_good",
      "human_only": "Restricted-use pesticide sign-off and agronomist field diagnosis stay human-only.",
      "episodes": 40,
      "approved_direct": 5,
      "approved_partitioned": 19,
      "blocked": 16,
      "approval_rate": 0.6,
      "block_rate": 0.4
    },
    {
      "domain_slug": "public-defender-transcript-indexing",
      "domain_title": "Time-coded hearing transcript witness-statement cross-reference indexing",
      "sector": "public_good",
      "human_only": "Case strategy, motion drafting, witness examination and legal judgment stay human-only.",
      "episodes": 40,
      "approved_direct": 7,
      "approved_partitioned": 18,
      "blocked": 15,
      "approval_rate": 0.625,
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    },
    {
      "domain_slug": "community-solar-interconnection-check",
      "domain_title": "Low-income community solar tariff and utility interconnection queue audit",
      "sector": "public_good",
      "human_only": "Subscriber contract execution, PE engineering stamps and PUC filings stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 20,
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      "approval_rate": 0.65,
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    },
    {
      "domain_slug": "maternal-health-referral-directory",
      "domain_title": "Perinatal community health worker Medicaid-accepting clinic directory refresh",
      "sector": "public_good",
      "human_only": "Patient triage, obstetric risk assessment and warm-handoff referrals stay human-only.",
      "episodes": 40,
      "approved_direct": 6,
      "approved_partitioned": 21,
      "blocked": 13,
      "approval_rate": 0.675,
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  ],
  "stakeholder_breakdown": [
    {
      "position": "frontline-caseworker",
      "veto_axis": "human_care_boundary",
      "episodes": 100,
      "approved_direct": 16,
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      "approval_rate": 0.66,
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    },
    {
      "position": "nonprofit-treasurer",
      "veto_axis": "spend_and_receipt_audit",
      "episodes": 100,
      "approved_direct": 19,
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      "blocked": 32,
      "approval_rate": 0.68,
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    },
    {
      "position": "privacy-hipaa-counsel",
      "veto_axis": "data_egress_privacy",
      "episodes": 100,
      "approved_direct": 18,
      "approved_partitioned": 47,
      "blocked": 35,
      "approval_rate": 0.65,
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    },
    {
      "position": "disability-access-auditor",
      "veto_axis": "accessibility_and_latency",
      "episodes": 100,
      "approved_direct": 15,
      "approved_partitioned": 61,
      "blocked": 24,
      "approval_rate": 0.76,
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    },
    {
      "position": "skeptical-municipal-funder",
      "veto_axis": "independent_verification",
      "episodes": 100,
      "approved_direct": 11,
      "approved_partitioned": 53,
      "blocked": 36,
      "approval_rate": 0.64,
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    },
    {
      "position": "volunteer-agent-donor",
      "veto_axis": "donor_token_safety",
      "episodes": 100,
      "approved_direct": 11,
      "approved_partitioned": 54,
      "blocked": 35,
      "approval_rate": 0.65,
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    },
    {
      "position": "security-reviewer",
      "veto_axis": "sandbox_and_acl_isolation",
      "episodes": 100,
      "approved_direct": 14,
      "approved_partitioned": 55,
      "blocked": 31,
      "approval_rate": 0.69,
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    },
    {
      "position": "impacted-community-advocate",
      "veto_axis": "dignity_and_non_accusation",
      "episodes": 100,
      "approved_direct": 11,
      "approved_partitioned": 53,
      "blocked": 36,
      "approval_rate": 0.64,
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    },
    {
      "position": "public-records-journalist",
      "veto_axis": "source_provenance",
      "episodes": 100,
      "approved_direct": 14,
      "approved_partitioned": 57,
      "blocked": 29,
      "approval_rate": 0.71,
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    },
    {
      "position": "clinical-research-coordinator",
      "veto_axis": "statistical_and_protocol_hygiene",
      "episodes": 100,
      "approved_direct": 22,
      "approved_partitioned": 45,
      "blocked": 33,
      "approval_rate": 0.67,
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  ],
  "top_24_digested_candidates": [
    {
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      "slug": "accessibility-wcag-remediation.consensus-3-worker",
      "tessera_category": "verb.verify_gate",
      "lifecycle": "claim-do-report",
      "title": "Task: Public benefits portal WCAG 2.2 AA accessibility and screen-reader audit via consensus-3-worker",
      "topology": "consensus-3-worker",
      "compute_tier": "local-llama-lora",
      "verification_gate": "privacy-redaction-zero-leak",
      "requires_distinct_reviewer": true,
      "human_only": "Assistive-technology lived-experience sign-off and portal release stay human-only.",
      "linked_noun_sha256": "4608ee0dd78f1705e4efe81259606c9c4de70a42637cc61e62042471eb79966e",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
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    {
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      "slug": "agricultural-coop-pest-advisory.sira-reuse-first",
      "tessera_category": "verb.situate",
      "lifecycle": "claim-do-report",
      "title": "Task: Smallholder cooperative extension bulletin and weather-window synthesis via sira-reuse-first",
      "topology": "sira-reuse-first",
      "compute_tier": "fireworks-multilora",
      "verification_gate": "privacy-redaction-zero-leak",
      "requires_distinct_reviewer": true,
      "human_only": "Restricted-use pesticide sign-off and agronomist field diagnosis stay human-only.",
      "linked_noun_sha256": "8c3b3efb60e7b5cbb51f108f8dfc04d16b8a35530ca73a262df48f50f8fd64bc",
      "visibility_scope": "surface_only",
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    {
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      "slug": "community-water-lead-pipe-inventory.map-reduce-split",
      "tessera_category": "verb.ingest",
      "lifecycle": "claim-do-report",
      "title": "Task: Municipal service-line material record digitization and EPA LCRR audit via map-reduce-split",
      "topology": "map-reduce-split",
      "compute_tier": "fireworks-multilora",
      "verification_gate": "citation-statute-line-audit",
      "requires_distinct_reviewer": true,
      "human_only": "Excavation priority orders, resident health notices and regulatory filings stay human-only.",
      "linked_noun_sha256": "f17b75a9c48d90ae95dd05159c3028a37bc5ce2109e58287f685fc9aad8b098d",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
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    {
      "candidate_kind": "task_verb",
      "slug": "distributed-lease-fencing-audit.single-verb",
      "tessera_category": "verb.recover_fault",
      "lifecycle": "claim-do-report",
      "title": "Task: Work-queue lease expiry, fencing-token monotonicity and CAS replay verification via single-verb",
      "topology": "single-verb",
      "compute_tier": "fireworks-multilora",
      "verification_gate": "privacy-redaction-zero-leak",
      "requires_distinct_reviewer": false,
      "human_only": "Namespace ACL grants, operator key issuance and storage migrations stay human-only.",
      "linked_noun_sha256": "d49cdcb9298bff70e64d1d70d41ce069ba6c08f4d2f0be21259f853f895de252",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
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    {
      "candidate_kind": "task_verb",
      "slug": "elder-scam-synthetic-triage.map-reduce-split",
      "tessera_category": "verb.verify_gate",
      "lifecycle": "claim-do-report",
      "title": "Task: Synthetic elder-fraud message pattern analysis for helpline training via map-reduce-split",
      "topology": "map-reduce-split",
      "compute_tier": "fireworks-multilora",
      "verification_gate": "citation-statute-line-audit",
      "requires_distinct_reviewer": true,
      "human_only": "Live caller crisis counseling, bank freezes and protective referrals stay human-only.",
      "linked_noun_sha256": "4dc577502cfce168af57ab1a2869fc4b71b5d1c958b789e8aea2703d17f97911",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
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    {
      "candidate_kind": "task_verb",
      "slug": "food-bank-cold-chain-routing.sira-reuse-first",
      "tessera_category": "verb.compile_dag",
      "lifecycle": "claim-do-report",
      "title": "Task: Food bank perishable cold-chain inventory and pickup scheduling via sira-reuse-first",
      "topology": "sira-reuse-first",
      "compute_tier": "local-llama-lora",
      "verification_gate": "distinct-reviewer-two-step",
      "requires_distinct_reviewer": true,
      "human_only": "Food safety discard orders and emergency pantry dispatch overrides stay human-only.",
      "linked_noun_sha256": "17f4831fc62637eaf37b9c72b1550dc9b805f6d582bdde49cd956a3ef8b9dd48",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
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    {
      "candidate_kind": "task_verb",
      "slug": "hybrid-rag-injection-sanitization.sira-reuse-first",
      "tessera_category": "verb.verify_gate",
      "lifecycle": "claim-do-report",
      "title": "Task: Untrusted corpus retrieval sanitization and 0/1 token-knapsack context packing via sira-reuse-first",
      "topology": "sira-reuse-first",
      "compute_tier": "baseten-2m-swarm",
      "verification_gate": "privacy-redaction-zero-leak",
      "requires_distinct_reviewer": true,
      "human_only": "Corpus trust-root changes and security incident escalation stay human-only.",
      "linked_noun_sha256": "46e0ad610fd9e192dda02940a85bec1cb575445b280ec597d95e3017a0a88246",
      "visibility_scope": "surface_only",
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      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_verb",
      "slug": "open-source-sbom-cve-audit.sira-reuse-first",
      "tessera_category": "verb.verify_gate",
      "lifecycle": "claim-do-report",
      "title": "Task: Civic software lockfile SBOM reachability and license conformance scan via sira-reuse-first",
      "topology": "sira-reuse-first",
      "compute_tier": "herma-rule",
      "verification_gate": "privacy-redaction-zero-leak",
      "requires_distinct_reviewer": true,
      "human_only": "Production dependency upgrades, risk waivers and disclosure advisories stay human-only.",
      "linked_noun_sha256": "5bb5b90c1e064f4962d25175373eb290abb036a30dea87490fab8c4cf9de20d2",
      "visibility_scope": "surface_only",
      "content_sha256": "7db269526780c10187e15e5bd2aa20a934fb0e2898d073dfa1fce0b0379fa5a8",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_verb",
      "slug": "purged-regime-statistical-hygiene.map-reduce-split",
      "tessera_category": "verb.verify_gate",
      "lifecycle": "claim-do-report",
      "title": "Task: Purged walk-forward regime validation and multiple-testing deflation check via map-reduce-split",
      "topology": "map-reduce-split",
      "compute_tier": "modal-glimmer-30b",
      "verification_gate": "rubric-judge-cross-family",
      "requires_distinct_reviewer": true,
      "human_only": "Capital allocation, financial decisions and compliance sign-off stay human-only.",
      "linked_noun_sha256": "8ebd63a4c80429e79b8b1ddfd439e4aee7adb3967066954657f78178a57ccf82",
      "visibility_scope": "surface_only",
      "content_sha256": "88f3f62a36e0d78ebdcd601f072dfec597fb1c1f1ef8d7f7a853fbd94bdff90d",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_verb",
      "slug": "refugee-credential-equivalency.map-reduce-split",
      "tessera_category": "verb.situate",
      "lifecycle": "claim-do-report",
      "title": "Task: Foreign vocational syllabus and licensing hour-table mapping via map-reduce-split",
      "topology": "map-reduce-split",
      "compute_tier": "fireworks-multilora",
      "verification_gate": "rubric-judge-cross-family",
      "requires_distinct_reviewer": true,
      "human_only": "Official credential evaluation letters and licensing determinations stay human-only.",
      "linked_noun_sha256": "a3b37671c8c9ae5a89a9b0719dc6383a00dae3d899ced9bb8e9dcdee23246835",
      "visibility_scope": "surface_only",
      "content_sha256": "2eedad309f4a56b2132f9f32a94d7cab68effa4083ac27eb3d6e5f3b7c96c497",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_verb",
      "slug": "rural-transit-paratransit-rostering.map-reduce-split",
      "tessera_category": "verb.compile_dag",
      "lifecycle": "claim-do-report",
      "title": "Task: Wheelchair-accessible rural dial-a-ride and dialysis van scheduling via map-reduce-split",
      "topology": "map-reduce-split",
      "compute_tier": "baseten-2m-swarm",
      "verification_gate": "rubric-judge-cross-family",
      "requires_distinct_reviewer": true,
      "human_only": "Medical priority overrides, weather cancellations and driver dispatch stay human-only.",
      "linked_noun_sha256": "6b0a819503ea3d6dd78e0fbab008da694d211a9684ae62060bd0498157cb223e",
      "visibility_scope": "surface_only",
      "content_sha256": "4857d4e981c751b3ba56adbd3e2bd59508b99eb4bdabf2174f625d0f9d426d96",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_verb",
      "slug": "wildfire-smoke-school-advisory.verify-cascade",
      "tessera_category": "verb.fetch_feed",
      "lifecycle": "claim-do-report",
      "title": "Task: Regional PM2.5 sensor fusion and school clean-air shelter readiness check via verify-cascade",
      "topology": "verify-cascade",
      "compute_tier": "baseten-2m-swarm",
      "verification_gate": "deterministic-schema-and-hash",
      "requires_distinct_reviewer": true,
      "human_only": "School closure orders, outdoor-activity cancellations and public alerts stay human-only.",
      "linked_noun_sha256": "f8a993542e55c08640d5107ca1fcfcd21ba7deae56b6b9b3e14d16578ff8fcd9",
      "visibility_scope": "surface_only",
      "content_sha256": "d72aaf82a2994ace86b7ea62a0d8d750e8e3317c286ebda27c9412fe7b19b95f",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "multilingual-disaster-escrow.privacy-redaction-zero-leak",
      "tessera_category": "noun.benchmark_suite",
      "title": "Task object: Multilingual disaster relief voucher and escrow verification (privacy-redaction-zero-leak)",
      "input_artifact": "four-language relief hub ledger and translated household notice flyers",
      "privacy_boundary": "surface-only-fenced",
      "human_only": "Household eligibility rulings, escrow release and printed flyer approval stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.benchmark_suite",
        "sector:public_good",
        "sensitivity:public_records_only",
        "stakeholder:disability-access-auditor",
        "status:quarantined"
      ],
      "content_sha256": "0e9f4e4b1b851437083da826c4fbee30a41231496b8b49b6fe9617276ac40e38",
      "supporting_episodes": 10
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "eviction-defense-docket-watch.human-steward-final-gate",
      "tessera_category": "noun.public_source",
      "title": "Task object: Housing court public docket and statutory notice-period verification (human-steward-final-gate)",
      "input_artifact": "public municipal landlord-tenant filing calendar and local notice ordinances",
      "privacy_boundary": "local-airgap-only",
      "human_only": "Legal advice, tenant counseling and court filings stay strictly attorney-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:high_pii_local_only",
        "stakeholder:clinical-research-coordinator",
        "status:quarantined"
      ],
      "content_sha256": "c18f2f751838ce10fd7916b5f6409045105ef2c97f6cc679209403a59c6233e0",
      "supporting_episodes": 9
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "open-source-sbom-cve-audit.distinct-reviewer-two-step",
      "tessera_category": "noun.code_node",
      "title": "Task object: Civic software lockfile SBOM reachability and license conformance scan (distinct-reviewer-two-step)",
      "input_artifact": "pinned Python/Rust/JS lockfiles, AST call-graphs and advisory CVE bulletins",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Production dependency upgrades, risk waivers and disclosure advisories stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.code_node",
        "sector:technical_engineering",
        "sensitivity:regulated_confidential",
        "stakeholder:security-reviewer",
        "status:quarantined"
      ],
      "content_sha256": "19bbdc1be5b6afdff9fcbbd883cabe952ab412e608f3db5049ea92012d9375ab",
      "supporting_episodes": 9
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "accessibility-wcag-remediation.citation-statute-line-audit",
      "tessera_category": "noun.benchmark_suite",
      "title": "Task object: Public benefits portal WCAG 2.2 AA accessibility and screen-reader audit (citation-statute-line-audit)",
      "input_artifact": "DOM landmark snapshots, sRGB palette pairs and keyboard tab-order traces",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Assistive-technology lived-experience sign-off and portal release stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.benchmark_suite",
        "sector:public_good",
        "sensitivity:public_records_only",
        "stakeholder:impacted-community-advocate",
        "status:quarantined"
      ],
      "content_sha256": "32fe69ea0ffe15c397d5fef288881eb69ba5ecb1daf58222dcb3734c69ea582e",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "accessibility-wcag-remediation.privacy-redaction-zero-leak",
      "tessera_category": "noun.benchmark_suite",
      "title": "Task object: Public benefits portal WCAG 2.2 AA accessibility and screen-reader audit (privacy-redaction-zero-leak)",
      "input_artifact": "DOM landmark snapshots, sRGB palette pairs and keyboard tab-order traces",
      "privacy_boundary": "local-airgap-only",
      "human_only": "Assistive-technology lived-experience sign-off and portal release stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.benchmark_suite",
        "sector:public_good",
        "sensitivity:high_pii_local_only",
        "stakeholder:volunteer-agent-donor",
        "status:quarantined"
      ],
      "content_sha256": "4608ee0dd78f1705e4efe81259606c9c4de70a42637cc61e62042471eb79966e",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "agricultural-coop-pest-advisory.citation-statute-line-audit",
      "tessera_category": "noun.public_source",
      "title": "Task object: Smallholder cooperative extension bulletin and weather-window synthesis (citation-statute-line-audit)",
      "input_artifact": "land-grant university integrated pest management bulletins and 7-day rain forecasts",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Restricted-use pesticide sign-off and agronomist field diagnosis stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:mixed_private_and_public",
        "stakeholder:skeptical-municipal-funder",
        "status:quarantined"
      ],
      "content_sha256": "80c590922c625c3b5ef14a6134c38b4a1baa41de9a3e128382ac885e79eac0db",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "wildfire-smoke-school-advisory.distinct-reviewer-two-step",
      "tessera_category": "noun.feed_source",
      "title": "Task object: Regional PM2.5 sensor fusion and school clean-air shelter readiness check (distinct-reviewer-two-step)",
      "input_artifact": "EPA AirNow hourly feeds, HVAC MERV filter logs and district translation templates",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "School closure orders, outdoor-activity cancellations and public alerts stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.feed_source",
        "sector:public_good",
        "sensitivity:regulated_confidential",
        "stakeholder:disability-access-auditor",
        "status:quarantined"
      ],
      "content_sha256": "dbb5e619e4260a994d97233606c5a3c320938568f40cf1f655c882fc0e49ea39",
      "supporting_episodes": 8
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "clinical-trial-table-extraction.citation-statute-line-audit",
      "tessera_category": "noun.eval_run",
      "title": "Task object: Clinical trial adverse-event and subgroup table extraction (citation-statute-line-audit)",
      "input_artifact": "multi-page PDF registry tables, protocol amendments and CONSORT flow counts",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Clinical interpretation, dosing guidance and patient medical decisions stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.eval_run",
        "sector:technical_health",
        "sensitivity:regulated_confidential",
        "stakeholder:security-reviewer",
        "status:quarantined"
      ],
      "content_sha256": "8c8f98e4bbbd3ab580a0d8d5281a3ef27803037a1f0920b730a85599bd341970",
      "supporting_episodes": 7
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "community-solar-interconnection-check.distinct-reviewer-two-step",
      "tessera_category": "noun.public_source",
      "title": "Task object: Low-income community solar tariff and utility interconnection queue audit (distinct-reviewer-two-step)",
      "input_artifact": "public PUC tariff schedules, feeder hosting-capacity CSVs and subscriber split rules",
      "privacy_boundary": "surface-only-fenced",
      "human_only": "Subscriber contract execution, PE engineering stamps and PUC filings stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:public_records_only",
        "stakeholder:disability-access-auditor",
        "status:quarantined"
      ],
      "content_sha256": "d65d7d79a3a5b182233b4352a698d77a64e91f7818d98a8e98aa8b592178499c",
      "supporting_episodes": 7
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "community-solar-interconnection-check.sandbox-container-replay",
      "tessera_category": "noun.public_source",
      "title": "Task object: Low-income community solar tariff and utility interconnection queue audit (sandbox-container-replay)",
      "input_artifact": "public PUC tariff schedules, feeder hosting-capacity CSVs and subscriber split rules",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Subscriber contract execution, PE engineering stamps and PUC filings stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:mixed_private_and_public",
        "stakeholder:volunteer-agent-donor",
        "status:quarantined"
      ],
      "content_sha256": "caf11e664db4249b025fec1f7dfe941c0ba32ba32f9f97b7644597d79d575d84",
      "supporting_episodes": 7
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "community-water-lead-pipe-inventory.citation-statute-line-audit",
      "tessera_category": "noun.public_source",
      "title": "Task object: Municipal service-line material record digitization and EPA LCRR audit (citation-statute-line-audit)",
      "input_artifact": "historical curb-stop install cards, plumbing permit scans and block parcel IDs",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Excavation priority orders, resident health notices and regulatory filings stay human-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:regulated_confidential",
        "stakeholder:impacted-community-advocate",
        "status:quarantined"
      ],
      "content_sha256": "f17b75a9c48d90ae95dd05159c3028a37bc5ce2109e58287f685fc9aad8b098d",
      "supporting_episodes": 7
    },
    {
      "candidate_kind": "task_object_noun",
      "slug": "eviction-defense-docket-watch.distinct-reviewer-two-step",
      "tessera_category": "noun.public_source",
      "title": "Task object: Housing court public docket and statutory notice-period verification (distinct-reviewer-two-step)",
      "input_artifact": "public municipal landlord-tenant filing calendar and local notice ordinances",
      "privacy_boundary": "split-private-vs-public",
      "human_only": "Legal advice, tenant counseling and court filings stay strictly attorney-only.",
      "visibility_scope": "surface_only",
      "facet_tags": [
        "category:noun.public_source",
        "sector:public_good",
        "sensitivity:public_records_only",
        "stakeholder:nonprofit-treasurer",
        "status:quarantined"
      ],
      "content_sha256": "e011c854f209b4aff67a8973f33d13a3154e9e9c63dc1d53064cdd7685fcf067",
      "supporting_episodes": 7
    }
  ],
  "sample_episodes": {
    "approved_direct": {
      "episode_id": "LHS-0004",
      "tuple": {
        "env_id": "ENV-0004",
        "method_id": "METH-0116",
        "persona_id": "PERS-0766",
        "stakeholder_id": "STKH-0237"
      },
      "verdict": "approved_direct",
      "stakeholder_action": "admit_scoped_candidate_with_human_boundary",
      "block_reasons": [],
      "partition_plan": null,
      "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
      "digested_noun": {
        "candidate_kind": "task_object_noun",
        "slug": "rural-shelter-intake.paired-bootstrap-holdout",
        "tessera_category": "noun.reflex_procedure",
        "title": "Task object: Rural shelter offline handwritten intake transcription (paired-bootstrap-holdout)",
        "input_artifact": "scanned handwritten intake statements with regional slang and acronyms",
        "privacy_boundary": "surface-only-fenced",
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
        "visibility_scope": "surface_only",
        "facet_tags": [
          "category:noun.reflex_procedure",
          "sector:public_good",
          "sensitivity:public_records_only",
          "stakeholder:privacy-hipaa-counsel",
          "status:quarantined"
        ],
        "content_sha256": "0e72fdf79c119c2398b744fad00fc82b49af274fe45c65807fd968599bb38bf3"
      },
      "digested_verb": {
        "candidate_kind": "task_verb",
        "slug": "rural-shelter-intake.single-verb",
        "tessera_category": "verb.ingest",
        "lifecycle": "claim-do-report",
        "title": "Task: Rural shelter offline handwritten intake transcription via single-verb",
        "topology": "single-verb",
        "compute_tier": "muse-spark",
        "verification_gate": "paired-bootstrap-holdout",
        "requires_distinct_reviewer": false,
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
        "linked_noun_sha256": "0e72fdf79c119c2398b744fad00fc82b49af274fe45c65807fd968599bb38bf3",
        "visibility_scope": "surface_only",
        "content_sha256": "ca202e4f4ab06c05b1a92591ecb3fcf264c896c9bfa209eaddd9ea44dd641cb4"
      },
      "episode_sha256": "de573fbc431dba2f3864aa2703bb793b4c3c71d14f9f5b981e5d026d57d11609"
    },
    "approved_partitioned": {
      "episode_id": "LHS-0003",
      "tuple": {
        "env_id": "ENV-0003",
        "method_id": "METH-0262",
        "persona_id": "PERS-0050",
        "stakeholder_id": "STKH-0130"
      },
      "verdict": "approved_partitioned",
      "stakeholder_action": "partition_private_local_and_public_donor_lanes",
      "block_reasons": [],
      "partition_plan": {
        "private_local_lane": {
          "compute": "local-kit-or-herma-rule",
          "data_scope": "scanned handwritten intake statements with regional slang and acronyms",
          "policy": "Sensitive files remain on the requester's local machine; zero raw cloud egress."
        },
        "public_donor_lane": {
          "compute": "baseten-2m-swarm",
          "data_scope": "public statutes, enacted budgets, published bulletins and synthetic tests",
          "policy": "Authorized volunteer workers claim, do and report cited public sub-tasks under distinct review."
        }
      },
      "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
      "digested_noun": {
        "candidate_kind": "task_object_noun",
        "slug": "rural-shelter-intake.distinct-reviewer-two-step",
        "tessera_category": "noun.reflex_procedure",
        "title": "Task object: Rural shelter offline handwritten intake transcription (distinct-reviewer-two-step)",
        "input_artifact": "scanned handwritten intake statements with regional slang and acronyms",
        "privacy_boundary": "split-private-vs-public",
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
        "visibility_scope": "surface_only",
        "facet_tags": [
          "category:noun.reflex_procedure",
          "sector:public_good",
          "sensitivity:regulated_confidential",
          "stakeholder:nonprofit-treasurer",
          "status:quarantined"
        ],
        "content_sha256": "abf2bea49efa76dae59d3fa1ae74fdc1fb030d5d3ff3a154c3c181c988bb7a03"
      },
      "digested_verb": {
        "candidate_kind": "task_verb",
        "slug": "rural-shelter-intake.map-reduce-split",
        "tessera_category": "verb.ingest",
        "lifecycle": "claim-do-report",
        "title": "Task: Rural shelter offline handwritten intake transcription via map-reduce-split",
        "topology": "map-reduce-split",
        "compute_tier": "baseten-2m-swarm",
        "verification_gate": "distinct-reviewer-two-step",
        "requires_distinct_reviewer": true,
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
        "linked_noun_sha256": "abf2bea49efa76dae59d3fa1ae74fdc1fb030d5d3ff3a154c3c181c988bb7a03",
        "visibility_scope": "surface_only",
        "content_sha256": "4260448933d054bcd8af5357bfa9667c6a6c0622dc6dbea83ddca4fa9b94ceeb"
      },
      "episode_sha256": "b77ec35da25517bb353af035fa4457d326fe38312950bf87ca91298f1975a879"
    },
    "blocked": {
      "episode_id": "LHS-0001",
      "tuple": {
        "env_id": "ENV-0001",
        "method_id": "METH-0831",
        "persona_id": "PERS-0178",
        "stakeholder_id": "STKH-0395"
      },
      "verdict": "blocked",
      "stakeholder_action": "block_and_emit_guardrail",
      "block_reasons": [
        "cloud_tier_cannot_run_in_offline_airgap",
        "unsplit_cloud_egress_on_high_pii_data"
      ],
      "partition_plan": null,
      "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
      "digested_noun": {
        "candidate_kind": "task_object_noun",
        "slug": "rural-shelter-intake.citation-statute-line-audit",
        "tessera_category": "noun.reflex_procedure",
        "title": "Task object: Rural shelter offline handwritten intake transcription (citation-statute-line-audit)",
        "input_artifact": "scanned handwritten intake statements with regional slang and acronyms",
        "privacy_boundary": "local-airgap-only",
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
        "visibility_scope": "surface_only",
        "facet_tags": [
          "category:noun.reflex_procedure",
          "sector:public_good",
          "sensitivity:high_pii_local_only",
          "stakeholder:disability-access-auditor",
          "status:quarantined"
        ],
        "content_sha256": "a25721d06bc781e94e53c1151175e1660073f29ac9e69efdabce13223479e406"
      },
      "digested_verb": {
        "candidate_kind": "task_verb",
        "slug": "rural-shelter-intake.consensus-3-worker",
        "tessera_category": "verb.ingest",
        "lifecycle": "claim-do-report",
        "title": "Task: Rural shelter offline handwritten intake transcription via consensus-3-worker",
        "topology": "consensus-3-worker",
        "compute_tier": "local-llama-lora",
        "verification_gate": "citation-statute-line-audit",
        "requires_distinct_reviewer": true,
        "human_only": "Crisis safety follow-up, bed allocation and individual intake sign-off stay human-only.",
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