AI + Founder Hub (in cultivation)

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 86 entries

Shared lane

This lane is carried by both hubs of this survey.

Entries are repositories — libraries, benchmarks, specifications, whatever a ledger admitted as evidence. Some of it is polished; most of it is parts.

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 86 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 86 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 nothing admitted, on the record and not yet ingested, or planned and not yet run.

  • Design agent organizations Not yet ingested pre-standard 2 campaigns on the record: one predates the current standard and carries flags, not counts; the other has not been brought into the registry.
  • Run a solo-operator agent firm Not yet ingested pre-standard 2 campaigns on the record: one predates the current standard and carries flags, not counts; the other has not been brought into the registry.
  • Orchestrate multi-agent workflows Not yet ingested One campaign on the record; its ledger rows have not been brought into the registry.
  • Agent runtime & boundaries Not yet ingested 2 campaigns on the record; their ledger rows have not been brought into the registry.
  • Manage agent memory & context Not yet ingested pre-standard This campaign predates the current standard; it carries flags, not counts.
  • Agent identity & interoperability Not yet ingested pre-standard 2 campaigns on the record: one predates the current standard and carries flags, not counts; the other has not been brought into the registry.
  • Evaluate agents & skills Not yet ingested pre-standard 2 campaigns on the record: one predates the current standard and carries flags, not counts; the other has not been brought into the registry.
  • Secure the agent supply chain Not yet ingested 2 campaigns on the record; their ledger rows have not been brought into the registry.
  • Package & port agent skills Not yet ingested One campaign on the record; its ledger rows have not been brought into the registry.
  • Operator & research consoles Not yet ingested pre-standard 2 campaigns on the record: one predates the current standard and carries flags, not counts; the other has not been brought into the registry.
  • Track tool & repo change Not yet ingested One campaign on the record; its ledger rows have not been brought into the registry.
  • 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 its only citation is to material this site does not publish.
  • MCP/tool interoperability Planned No campaign has run yet. Grounded in crosswalk row N07 (internal crosswalk id).

The full registry → · All categories and coverage → · How the survey works →