AI + Academic Hub (in survey)

Human-agent operations

Human-agent operations: orchestration, runtime boundaries, memory, evaluation, security, and cost accounting. Token economics is a named sub-category.

S1 Shared lane · 1 of 20 campaigns have entries ingested here · 10 of 91 entries

Shared lane

This lane is carried by both hubs of this survey.

Entries are repositories — libraries, benchmarks, specifications — admitted as evidence, not as products.

Tasks in this category

Token economics & AI cost

Campaigns placed on this task

Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

  • 2026-08-01__token-usage-observability-accounting

    run type (the campaign's own designation) high-recall-map 10 of 91 entries ingested

    Ledger rows
    41
    Screening rows
    113
    Repos in ledger
    14

  • 2026-08-02__token-efficiency-routing-and-optimization

    run type (the campaign's own designation) high-recall-map Not yet ingested

    Ledger rows
    55
    Screening rows
    160
    Repos in ledger
    25

Entries — 10 of 91 on this hub

Tasks with no entry today

14 of 15 tasks in this category carry no entry today. Each is listed with its state: ingested with no repository evidence in its ledger, on the record and not yet ingested, or planned and not yet run. Opening a row shows the campaigns placed on it, with their ledger and screening rows as recorded.

  • Agent identity & interoperability Not yet ingested 2 campaigns on the record; one modern ledger has not been brought into the registry. The other predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-27__agent-identity-authority-interoperability

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Coverage ceiling, quoted from the sealed record:

      frozen SCOPE.md, scope_id wider-sota-04-scope-v1; coverage: effort-bounded, frozen before public discovery

    • 2026-08-01__agent-identity-authority-interoperability-delta

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      20
      Screening rows
      175
      Repos in ledger
      13
  • Agent runtime & boundaries Not yet ingested 2 campaigns on the record; 2 modern ledgers have not been brought into the registry.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-28__runtime-machinery

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      84
      Screening rows
      327
      Repos in ledger
      71

    • 2026-08-01__runtime-machinery-delta

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      7
      Screening rows
      43
      Repos in ledger
      2
  • Design agent organizations Not yet ingested 2 campaigns on the record; one modern ledger has not been brought into the registry. The other predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-27__agent-organization-design

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Coverage ceiling, quoted from the sealed record:

      frozen expanded scope v2.0.0; coverage_target comprehensive-public-evidence-sweep, coverage_claim_ceiling systematic-effort-bounded

    • 2026-08-01__agent-organization-design-v2

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      76
      Screening rows
      217
      Repos in ledger
      0
  • Evaluate agents & skills Not yet ingested 2 campaigns on the record; one modern ledger has not been brought into the registry. The other predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-27__agent-evaluation-failures

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Coverage ceiling, quoted from the sealed record:

      frozen SCOPE.md with post-discovery comprehensiveness addendum; coverage: effort-bounded, searched to a documented working plateau

    • 2026-07-31__agent-skill-uplift-evaluation-and-ablation

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      41
      Screening rows
      71
      Repos in ledger
      10
  • Manage agent memory & context Pre-standard This campaign predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    • 2026-07-27__agent-context-memory-coordination

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Coverage ceiling, quoted from the sealed record:

      SCOPE.md present but pre-JSONL; declares coverage: effort-bounded, candidate_bytes_acquired: false
  • Operator & research consoles Not yet ingested 2 campaigns on the record; one modern ledger has not been brought into the registry. The other predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-26__control-console

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Pre-standard campaign. It predates the current standard and records no coverage qualifier, so none is shown.

    • 2026-08-01__control-console-v2

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      37
      Screening rows
      167
      Repos in ledger
      52
  • Orchestrate multi-agent workflows Not yet ingested 1 campaign on the record; one modern ledger has not been brought into the registry.

    Campaigns placed on this task

    • 2026-07-30__opc-multi-agent-orchestration

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      33
      Screening rows
      87
      Repos in ledger
      42
  • Package & port agent skills Not yet ingested 1 campaign on the record; one modern ledger has not been brought into the registry.

    Campaigns placed on this task

    • 2026-07-31__skill-package-lifecycle-portability

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      40
      Screening rows
      100
      Repos in ledger
      14
  • Run a solo-operator agent firm Not yet ingested 2 campaigns on the record; one modern ledger has not been brought into the registry. The other predates the current standard; it carries flags, not counts.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-27__agentic-firm-solo-operator

      run type (the campaign's own designation) pre-standard Not yet ingested

      Ledger rows
      —
      Screening rows
      —
      Repos in ledger
      0

      Coverage ceiling, quoted from the sealed record:

      SCOPE.md frozen before discovery; coverage: effort-bounded, candidate_bytes_acquired: false

    • 2026-08-01__agentic-firm-solo-operator-v3

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      73
      Screening rows
      248
      Repos in ledger
      2
  • Secure the agent supply chain Not yet ingested 2 campaigns on the record; 2 modern ledgers have not been brought into the registry.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-31__external-agent-skill-supply-chain-license-and-intake-security

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      77
      Screening rows
      164
      Repos in ledger
      12

    • 2026-07-31__untrusted-content-agent-security

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      55
      Screening rows
      105
      Repos in ledger
      15
  • Track tool & repo change Not yet ingested 1 campaign on the record; one modern ledger has not been brought into the registry.

    Campaigns placed on this task

    • 2026-08-01__living-repository-change-intelligence

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      52
      Screening rows
      104
      Repos in ledger
      11

  • Allocate tasks across humans & agents Planned No campaign has run yet. Grounded in crosswalk row E01 (internal crosswalk id).

  • Score orchestration Planned No campaign has run yet. A grounding row is recorded, but naming it would name a course.

  • MCP/tool interoperability Planned No campaign has run yet. Grounded in crosswalk row N07 (internal crosswalk id).

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