Paper Citation Record · LEDGER

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets

As of 20 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 1 inbound Pith citation observation for arXiv:2512.04988.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.04988 v2

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:31:25.887577Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T08:30:30.412413Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-02T05:16:38.797695Z

Reference resolution

11 of 11 outbound references displayed

verified exact0
verified fuzzy0
unresolved10
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7623d11-ab52-483f-8e82-e53cf32d1472 · outbound

This paper cites an unresolved cited work.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:24.712589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 002ea4e8-cf94-4ae7-8c5a-90c7470b91a4 · outbound

This paper cites job_id@(your_bid/posted_budget|your_reputation*)→($reward|TRAIN|LOST).

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets job_id@(your_bid/posted_budget|your_reputation*)→($reward|TRAIN|LOST)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:24.863515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4b8ba7-95af-4421-b867-532ebae1851e · outbound

This paper cites an unresolved cited work.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:24.978207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f1e9700-7b09-49fe-abcb-6f2e74269312 · outbound

This paper cites skill_id: job_id@budget, job_id@budget,.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets skill_id: job_id@budget, job_id@budget,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.102844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b7a9c8a-7ed5-44d4-9672-02486a66ccc7 · outbound

This paper cites How good am I really at each skill? Is my reputation accurate? Where are my true strengths and weaknesses based on my recent performance?.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets How good am I really at each skill? Is my reputation accurate? Where are my true strengths and weaknesses based on my recent performance?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.221439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51749db7-5464-4a1b-8db0-57ceb5a4f890 · outbound

This paper cites Use market activity and leaderboards to infer their skills, strategies, and likely future actions.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Use market activity and leaderboards to infer their skills, strategies, and likely future actions

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.333641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf5720d8-81f6-466b-bb45-af41d3f8c408 · outbound

This paper cites This is not just about this round, but about positioning yourself for future success.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets This is not just about this round, but about positioning yourself for future success

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.457839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 926fc959-2e78-4959-890e-d5c62e8097fa · outbound

This paper cites an unresolved cited work.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.640319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d85374d-983e-4e1f-8f87-3307b77f7127 · outbound

This paper cites an unresolved cited work.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Unresolved cited work

Reference 10

Resolution: parse uncertain; no resolver link, observed 2026-08-03T18:31:25.768818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0888b4-6a60-41ed-aace-81e517716d84 · outbound

This paper cites Do not include additional data such as in-line comments or <think> tokens.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Do not include additional data such as in-line comments or <think> tokens

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:25.887577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2117bab-ba98-4521-a4c2-ec60497f4d82 · outbound

This paper cites Micro-tasks.

When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets Micro-tasks

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T18:31:24.650172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 54c9f42a-d160-4dc0-95d6-f73ce87457a4 · inbound

Do Matching Mechanisms Work with LLM Agents? cites this paper.

Do Matching Mechanisms Work with LLM Agents? When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-02T05:16:38.799062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.