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Paper Citation Record · LEDGER

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents

As of 14 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 3 inbound Pith citation observations for arXiv:2509.14528.

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

pith.paper-citation-record.v1
2509.14528 v2

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T16:55:47.922639Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:51:29.435703Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T10:36:52.907058Z

Reference resolution

93 of 93 outbound references displayed

  • verified exact31
  • verified fuzzy23
  • unresolved30
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 456cea54-4c96-4628-9d48-e376ec8760dd · outbound

This paper cites Beautiful.ai.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Beautiful.ai

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.411124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:48b4e3bade43c4e5882b67c0f08e48efc266f2b4a0fe6f6e4fabc667a7efaedc

Observation 2f097e81-5b95-49e8-8cbd-4cff6d0c15c7 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.407768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d43dd031b4bd1de8cc4a390d9f77f601251fc0918b6fa668bbb653cc89bb0df1

Observation f2c076ab-4ad3-4913-9dda-df3ac548f081 · outbound

This paper cites Anysphere.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Anysphere

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.414610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:98988b31fbd26a1fe8fc605120fec33eb0238ec6ac19305bac94d570db1f19fa

Observation 5bd60ec5-83b8-4ff6-8d79-9beb9d35db3a · outbound

This paper cites Expedia Trip Matching AI Agent.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Expedia Trip Matching AI Agent

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.418371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:8f381d78257fff906c40a13a4752189e6b0bd60ccd7d21f3dab49c912fdfa86d

Observation ded0b0e2-cdf7-45e3-b086-298077a12486 · outbound

This paper cites Gamma Presentation Builder.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Gamma Presentation Builder

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.449648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b22d712380c3752b69e650e463b1151dad6f877178a74ddd3ab7714f2ae56856

Observation 3467499b-2cea-4baa-96df-b949bb6152b8 · outbound

This paper cites Genspark.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Genspark

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.440995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:950b75b8c2328eb8cb05ce1b105dfc0583763c301f9a80a8d058a131dd85129e

Observation 1f15b2bf-e276-4854-b448-a7195794acef · outbound

This paper cites LiveX AI Agent.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents LiveX AI Agent

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.437628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4302fc1a5410ac22287ae317a2e39e76ab9336c77595f5835fb1dcd5b998979d

Observation 761ab5d9-21f3-4509-9140-192bc734769c · outbound

This paper cites https://lovable.dev/ Accessed: 2025-09-01.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents https://lovable.dev/ Accessed: 2025-09-01

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.567512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3afe0160095b3bde02f3f3ba136d2db32511fd9cc3d2e9d7b4c93dc0b04b203d

Observation 2b85481f-268c-4598-8ba1-105bab9cfc54 · outbound

This paper cites Perplexity AI.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Perplexity AI

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.428603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3006f8ad0e5883526d6414e40ac95af76385b85a408fa393ff9dfb3653d6f316

Observation 2ddf2e31-e937-481e-a4d1-d8d2a3b6fb56 · outbound

This paper cites Salesforce Agentforce.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Salesforce Agentforce

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.431579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:aae4d4e67bf9e5a2a4df546dfbc0ac8adfdc9dadc487f8d9a7218221679e0932

Observation 0fb560ce-b939-4078-b2f1-8c57a10d28a1 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.434558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1126c4d06bd2acab650fc08f4c954bcaf8f8a2893339a1f36fe7bec1512267b3

Observation 610bee53-d01f-4840-a63c-4b1b868687eb · outbound

This paper cites 2024.Introducing Perplexity Deep Research.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 2024.Introducing Perplexity Deep Research

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.446243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:aa392368786da1d67d4e0cc44e01da61228a7e82e1db5ecdeaebe214f05c1f8e

Observation b2484361-2572-445e-9bc9-0d10ade895bb · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.421724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:5c48b045bc2686ccb2cb4c7535bceac717d737f3b22b5bbf845a9d9705931b2a

Observation b2a06a82-4aa9-4957-aebd-93d19301a134 · outbound

This paper cites Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, and Eric Horvitz.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, and Eric Horvitz

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T16:56:37.782169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:fe048985fe87fb4628fc368a60938f235e27135f9a8fa99ca7954115fc08d260

Observation cf85bcb4-dcd3-43e2-833c-3705e173e00c · outbound

This paper cites Proceedings of the AAAI Conference on Human Computation and Crowdsourcing , author=.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Proceedings of the AAAI Conference on Human Computation and Crowdsourcing , author=

Reference 15

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.740111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9d7a14b0fbc67895869ee3ca5a82a88a04178cae5f4de9d9f20016c27183259d

Observation 5540bee6-4e55-41ca-ab98-81e7e36714a9 · outbound

This paper cites Challenges in Human-Agent Communication.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Challenges in Human-Agent Communication

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.044852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:57cc3538e8e22cb2654e5c199e295b66e669e7249c2dbea24fce37220f33382e

Observation a97eefc4-82e6-4072-ba51-33c8e68f6ede · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.393710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c12aa578aa5780c059c5035462e67d9a1b2d8ca3195cc72e1b26df49b8e85fff

Observation 025c5729-c12d-487e-a47a-740bb79847b0 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.457868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ca99dcb13103fc08500261bc0deb5948e53a7dd826a3d1bb22f7e8f46e73b946

Observation df751c81-62cd-4819-9c78-67fb3a1772e5 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.390478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6fb8c562404b157588ab6fab94f72668b118ecfcd33f443795c102a65ddb6666

Observation 9d1da708-16cf-4928-91d4-39caf8032b92 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.453512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ae1f4b273292ae582fd2393d503ec3ea85fed5aa3654e21c186ffc7617186531

Observation 0c14176b-8876-4fd0-acd4-a2d64e52a50e · outbound

This paper cites Language Models are Few-Shot Learners.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Language Models are Few-Shot Learners

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:56:38.134100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:464da6bcc0da1a05f13cff98f2a9c90c2ab01fef28af0e8a6c225d062c3255f2

Observation fad63746-33d2-4ad4-a751-78957fd4e0b7 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.578961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:df4bcb4acdcfd2ab1fec168772d4ceaa0d41c4ab19c7cf5580a4fe43b2552510

Observation 78c66a56-4d0f-413c-8547-0356e3ee51d5 · outbound

This paper cites Learning by comparing: Boosting multimodal affective computing through ordinal learning,.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Learning by comparing: Boosting multimodal affective computing through ordinal learning,

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T16:56:37.697719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:5fc4941ab16d75f2f41bb0fc93ae75cc51e7b229e1dbb290a6ee858030c1f10c

Observation a4ea3c68-85d8-49a3-a491-b0f69efc1a6a · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.574902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4e411beb121c937d19470536d6da1d3538debc1c99beb88202396b4ba59333a3

Observation c6da1b96-1380-4707-ad4a-eeb6c5083678 · outbound

This paper cites 1996.Microsoft FrontPage.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 1996.Microsoft FrontPage

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.571103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:288b7abbf9f12a37b965c8d1f1d9f9905302af5693daaa0469e7e4c5bbee4b28

Observation fc7bdb6e-2122-4c75-af48-e1b4a744dc25 · outbound

This paper cites Yip, Kiley Sobel, Caroline Pitt, Kung Jin Lee, Sijin Chen, Kari Nasu, and Laura R.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Yip, Kiley Sobel, Caroline Pitt, Kung Jin Lee, Sijin Chen, Kari Nasu, and Laura R

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.776384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b0bb896dff1fbe8efd3610ce02b84712555f36dfc9eea04f1ea58763bf6261c5

Observation ec559586-aa58-443b-954a-994e40f149c2 · outbound

This paper cites Halbert, David Kurlander, Henry Lieberman, David Maulsby, Brad A.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Halbert, David Kurlander, Henry Lieberman, David Maulsby, Brad A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.563680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9c479bd71b69bdc8cd029735b71a7ad5efadb876c84c78e2e327f74395187f6b

Observation aba3c7f8-307f-4911-b61f-2f596f185aaa · outbound

This paper cites Agent Programming with Declarative Goals.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Agent Programming with Declarative Goals

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:56:38.109921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3d3b92c1be12a31ce52712f637c7ebe158d4cf98350af1aa143dea4f1d7a8dd7

Observation 1d200911-cd3f-4fbb-bc8f-20779c3cdd61 · outbound

This paper cites Towards A Rigorous Science of Interpretable Machine Learning.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Towards A Rigorous Science of Interpretable Machine Learning

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:56:38.128516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f7645fdb18da0a573e07821928147983170c473e77586300077237b7b116f442

Observation d15102cb-3013-4d67-be88-880256dfd857 · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 30

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T16:56:38.035676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6bd0b87b225419027fce6200bdace76906cb5560891cd2ec12e4396b595203f8

Observation 533f8534-a175-4c99-9971-0d897f9ce1c3 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.704696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:89113a930139ef4ff5a94ed0900f494c99186fa04dae2b10e47fe20d347ddd80

Observation 9132efb5-e97a-460d-bec3-ef9be94f681b · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.559502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:44142c378bd219b5e9f36e0e4e61257f482d8c77a737c79234b786b252b0189a

Observation 269f9bfa-602d-441b-b9db-81748c07bf5e · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.555371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:fb64b914beccda447c07c6d5f93fd168241aac8d5414b1f6d653fd732eeb277c

Observation 2d98052e-4d59-4451-b0e3-abff2adfce2e · outbound

This paper cites Gould, John Conti, and Todd Hovanyecz.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Gould, John Conti, and Todd Hovanyecz

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.797257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7696a6287a23c9aebca2d083012aa2c4554c8e1bcf9f82cae6035a4fdd1d254c

Observation 25b1867c-7f15-4c69-8683-1ad517dc9b00 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.551749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:999286d3273b49a2866630e36be56a0f1003d682699db21bc0682235f1c25460

Observation 28b06268-a2a2-4603-8f17-a9a59106ba71 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 36

Resolution
malformed identifier
arxiv_id, observed 2026-05-18T16:56:38.051143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c45d7106ba1b0f2d2edc93c6719bc45375384dda031099cbc99f326cf95da043

Observation 09f69016-95e6-4699-a6cf-3ea72b0b6008 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.547671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:e1a2a97397f8f819b2aa297681c66fbdc54e525b2a36b3eaafdb3a4c46a22814

Observation e1d49712-79e2-4bdd-82fb-6753f11aedfa · outbound

This paper cites OS Agents: A Survey on MLLM-based Agents for General Computing Devices Use.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents OS Agents: A Survey on MLLM-based Agents for General Computing Devices Use

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.116444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1e9a02d4c2c1f1dd1a071aa3e649e6e0e2dd6c5f57e5497fcf67a0119957b84b

Observation da920af2-9ff7-43a0-a0fd-0fea00039197 · outbound

This paper cites Hutchins, James D.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Hutchins, James D

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.543476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:2ada339706f145fc2d6c426d088ce1a5c97b1438b9fd84a2dcd3f806256d92f9

Observation 73542359-e78a-474e-ad40-e430e09b6568 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T16:56:38.027547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:644440001a3434b1e2714c7eed65ced030fa69a34397d5820d911380db174ddf

Observation 49ac9b3b-836e-44b4-997c-0f901ff3fb8e · outbound

This paper cites AI Agents That Matter.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents AI Agents That Matter

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.104077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1b663e47c8b1f03e2931dec93f5b634cbc1e4013e867941aeeeed3bca9d12f50

Observation 0554597a-4196-4d1f-bc4a-dd610c95ac14 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.539601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:e34b1b3e45e56cc4f196876d4a7c5bce1ac7fa784086db4558e6dd895b3a4421

Observation f96738fc-bedc-4111-ae2b-4f1023a28266 · outbound

This paper cites Chilton, Savvas Petridis, and Maneesh Agrawala.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Chilton, Savvas Petridis, and Maneesh Agrawala

Reference 43

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.719367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:8642a332ed41c450cdc10a895df71730c8ded67a952351c1cdb727597037f0ab

Observation fc75f704-d22d-4803-97ac-0f5c9170b465 · outbound

This paper cites Hancock, and Michael S.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Hancock, and Michael S

Reference 44

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.744234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:0f1caa9f10b356a410291a90b97c1887f3c05d55929f88642e2593dbb0c28eb6

Observation 47f1821e-fcb2-4277-a225-9584079e2446 · outbound

This paper cites I’m Not Sure, But.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents I’m Not Sure, But

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.535742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:81790b26dd41751d5d77a2caee0b1a453d4525e307a6ffe074d494d9b7c89c70

Observation e5ce4cd5-f9e1-447f-a2cb-bca1c10b6769 · outbound

This paper cites Ko, Brad A.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Ko, Brad A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.531994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c2c9dc434d3a4d6014039a571497c1e86cc9b282e435ac971396e2879288dba0

Observation 99fc1c9c-1dc7-402a-ac55-d41ab4ffc077 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.791547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:95ccccc5381c746da288e528d9d4d3307d7c928cce3da9f0224a7ad57ecfad66

Observation f90cf20e-c6e7-4842-a2a9-0592e96c7d07 · outbound

This paper cites Human-Centered Explainable AI (XAI): From Algorithms to User Experiences.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Human-Centered Explainable AI (XAI): From Algorithms to User Experiences

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.008614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ec5f16bd28ec7387c9bcbc008349477cecfce70d5c4886e8caef41de391b4336

Observation 7f14e468-eb5b-4a3c-801d-2b8c7c831360 · outbound

This paper cites Natasha Chrissane Lobo, Himani H.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Natasha Chrissane Lobo, Himani H

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.735927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:23ecbb7d5052c1e80814b59c6bad0bdedabbe02f04154b7aa729f900af2ad284

Observation 278e1c6a-a0d8-4ebd-9183-7fb51f6b8fc5 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.725742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:547f61d17be359c39023a5ea639790de5141129a61ccdeee32ab39ceb165371a

Observation 4f3d83d5-4965-4c20-b0c5-d921ae7ffabb · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.524670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b8ea313717ca58b0443f15c581ffabd60aee8d22c7c17c72c4ca25e93681a5a5

Observation 63385371-b7e3-425e-96a7-d66b103ad841 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.521385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c70f14c1f78826606d88dd50abbb89b5456adb9f768e82278da48f0a244324ae

Observation 5830ab3e-12c8-4b6f-a30a-8d955d7a019b · outbound

This paper cites 1994 , issue_date =.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 1994 , issue_date =

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.766121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:34d56b66a07c586ab9482ff27cd5eb8178847f04062b733645307fd57932cde8

Observation 46bf78ee-a2df-4ead-88b3-1bd718c483d3 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.517822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:e8d92d9129c59e30f42fc6e9929715690b6e2b4ae313a671e231e48c92a82d4b

Observation 9182c7e1-2fd8-4edc-9add-f6254936728e · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.582491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:cf463ffe031f5acaf0ff93c80d21a291b33720b9b6e4f51b05906cb33e0513f1

Observation e8575d92-fe88-4871-8068-a0c341b8f0a9 · outbound

This paper cites Merritt, Kian Boon Tan, Christopher Ong, Aswin Thomas, Teong Leong Chuah, and Kevin McGee.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Merritt, Kian Boon Tan, Christopher Ong, Aswin Thomas, Teong Leong Chuah, and Kevin McGee

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.670142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:2f31fd3423953ec12711727030c1be1815541e5f01f5c9bc7faf29079e7b5fc6

Observation 849efc9f-e024-4c02-890a-fe0d0913b767 · outbound

This paper cites Artificial Intelligence 267, pp.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Artificial Intelligence 267, pp

Reference 57

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.760508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:fa6aa3c23e481d6119a2705461002c1a80110bf7dc2b48ae151bfb2243c33597

Observation d20998f4-f280-47af-81f9-217483f0e9ab · outbound

This paper cites 2023.Spotify Debuts a New AI DJ, Right in Your Pocket.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 2023.Spotify Debuts a New AI DJ, Right in Your Pocket

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.514482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c42c6c010a279861023ff774b7f3442b5e494a7c3575f4577c8d619804a958ed

Observation a255e2a8-7e2c-4a1a-b47e-59e9b7f82852 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.511148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:56d2f63ca271d5389db6b7618e3398061547ac40b962a9e42dcafd9f70d8164d

Observation e44041a0-604c-4273-b01c-d0c7e9d49df6 · outbound

This paper cites 2025.Introducing ChatGPT agent: bridging research and action.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 2025.Introducing ChatGPT agent: bridging research and action

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.528308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:e604d398ed82f7fe0f48739ed3482157a6f25a4fdcf17be3301c4b8453966f69

Observation 308fe1c7-eef9-4ea7-a9da-15a07d1cf8d3 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.508106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b163f7b69b7f03fabab1a5b1b1e843f576e832b0280fb7cc5d76c6ad17ead3ec

Observation db5bd08a-5f61-4ddf-ade8-3c4821ceb2c1 · outbound

This paper cites WebCanvas: Benchmarking Web Agents in Online Environments.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents WebCanvas: Benchmarking Web Agents in Online Environments

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-20T11:29:15.078502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3be4fbbcf7144a0d7bbb758ac43888bd85bec8546b80e209c11885e9fc7959dd

Observation 83c551a0-4bbe-4f32-b36f-ef34a8e54c10 · outbound

This paper cites Stroud, Xuan Zhu, Jennifer E.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Stroud, Xuan Zhu, Jennifer E

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.771616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:cef0372dbe48d9a9cbd6e112894a43988070efe83071d58316141926ef1c50d1

Observation 6b57a97e-a594-484a-b4a4-d559c80f503a · outbound

This paper cites Humanity's Last Exam.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Humanity's Last Exam

Reference 64

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T16:56:38.089406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:71439a7d450088247b53cf6793644135047975207574de094a73813a4a8b61ed

Observation be7d6571-f6fb-46d5-9c25-d73802579b8a · outbound

This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:56:38.122942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:43ac074ab6cb579d18e5e64a8b97dd67d990fe210fd4eef42f05c617a638b562

Observation 189a45af-9aba-4ed3-8387-05919b4b83cb · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.505027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9f55cc3f11ceee0a0e2108c94eda1cc72aa97347839a6bfa4338b029cd3a0909

Observation 08ef653f-f02e-4ba4-8052-2fa179d6da71 · outbound

This paper cites Measurement to Meaning: A Validity-Centered Framework for AI Evaluation.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Measurement to Meaning: A Validity-Centered Framework for AI Evaluation

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.077538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:11f75ff6301cdf50164266f9e4f31b75b5fb0fa5a0fc21fb6149ba379f7f2443

Observation efbf6a17-4eb1-4206-a879-eb427a460edd · outbound

This paper cites Quinto Lima, G.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Quinto Lima, G

Reference 68

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T16:56:37.756447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9b91d5a8229efc6ba944cd71246b377812cd2bb164d65dd0f4a7e209680c959b

Observation f369f5d7-af3d-490a-b94d-c1389569f449 · outbound

This paper cites Direct Manipulation: A Step Beyond Programming Languages.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Direct Manipulation: A Step Beyond Programming Languages

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.501880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ceec49f079fad9a3e30c5da9b48e79aec91228e73e76de17ce03765314065771

Observation d1ce1792-9980-4e38-984f-3c55a9d119ca · outbound

This paper cites 2022.Human-centered AI.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents 2022.Human-centered AI

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.498440Z

Source-reported events for the cited work

correction dated 2023-02-13. Source: crossref record 10.1007/s11016-023-00847-8->10.1007/s11016-023-00837-w:correction, observed 2026-07-11T02:55:47.428414+00:00. This notice travels one citation hop only.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:0aecaa4b2d8c4ca8a7da6cfdde2067d4b242500235e3c8aa70f9a652c2bc3550

Observation 834adbb7-a1d8-409a-917c-99cf369f145f · outbound

This paper cites interface agents , volume =.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents interface agents , volume =

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:37.750723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:cff278f096cc1714e50e7b2df0c930e3329e12968688737223c568da72e6bf92

Observation 9a20c5e9-4725-4c9e-a471-59308fc6d051 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 72

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.688298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:2e63fcbbde79d26aa7ecb91a37799c09dac556aec6e1049d28d0e2a052cbbffb

Observation 62425b3b-f006-4397-8ebf-09fe40d4f916 · outbound

This paper cites Learning Too Much About Me.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Learning Too Much About Me

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.494417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a88dc3954c63ab4e3de4800bc70157ce43a4d9e7ebe943bd44a625b6cec837fd

Observation d8eb6090-d5d5-4133-80ec-76ba213f5aff · outbound

This paper cites USENIX Association, Philadelphia, PA, USA.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents USENIX Association, Philadelphia, PA, USA

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.490244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:112da6765fb7d2c1545a7822bf4c4896a790e6d7c7c67cf9032ce4c15b44801b

Observation d73a4592-d0dc-4782-9a36-52e6f5246b9b · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.484836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c17e143bf5f38ef80885eb449f3e59527c3090a758fe1457aaeef75d03997dd3

Observation 3440ee43-bf06-4d4c-9a21-e8ff02dd060d · outbound

This paper cites Audit Cards: Contextualizing AI Evaluations.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Audit Cards: Contextualizing AI Evaluations

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.021003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:23013233ba3a1cc5a44edac733df70916187266255c87d640551121aa2c27c9c

Observation 1dec8071-9c4e-4e3c-871c-ff938c0201b1 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.480985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d6433d896465d041032186d1861b190f25d3ca24e89dce8087ce49aadfb11346

Observation c69343e9-7ea8-4ff1-ba37-df93a101e6d9 · outbound

This paper cites Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:56:38.062223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f042ec4101d6034275ca666bb610d586d3c733c44e2045635929546f46daa260

Observation 038922e5-36a7-4ceb-b446-dd3ae1c06f0b · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.477583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1e9238344e916bc00d0e7d8eec686f42a671a2c58a0bface72e75c1344dcfe86

Observation 44663436-c8fc-414d-9905-34318df8cbcf · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.396818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d73b9f7635889d2e3b625731c99fe8e72b87b89cd2bf45ac6c97a87180069587

Observation 83fe21ac-56de-479a-ab53-578685b0f525 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.474198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d7591259055a012df835f99afcf8962e0dc4b38f7aecba4af4db2ec4c9ef75a2

Observation d8de3fda-4cd6-40f7-b62a-20f25ae6cd94 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.425109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9e8397cec595256db9fe117c4d870515b57bee4d165488ca005e2db6c3e5b525

Observation eb62eefd-12c4-47e7-a81c-8a2199e49b91 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.404213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:840b95fb423c0403fa4a985e4344d207ba641b93ec31801e6df274bd38dbec63

Observation 52ae5f52-93d0-4c69-b9ee-0b52fc4dc423 · outbound

This paper cites InProceedings of the 38th International Conference on Neural Information Processing Systems(Vancouver, BC, Canada)(NIPS ’24).

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents InProceedings of the 38th International Conference on Neural Information Processing Systems(Vancouver, BC, Canada)(NIPS ’24)

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.400720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:aeb1aef4a95c0e09046e8a21c4c4cd9fb1a2632650265ea83b6af7767816627f

Observation 3f60a580-3e7a-4af6-a39f-eca22ee308c7 · outbound

This paper cites EvalAI: Towards Better Evaluation Systems for AI Agents.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents EvalAI: Towards Better Evaluation Systems for AI Agents

Reference 85

Resolution
verified exact
local_arxiv, observed 2026-05-18T16:56:38.014373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f1df9b2768654d55e45cd9857af5d6a7c7334d5ab8b188bd15097b95ea3f85c7

Observation b05d4f2a-c51e-49a9-8cdf-df3e6ff6951c · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.470879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:bd002b237936ab16c9bece93ffbce02272bcbc3d2dbf35cb08753f36e1beebfe

Observation fc68c61e-4a29-45c7-a32c-5b163c5f93a8 · outbound

This paper cites Zamfirescu-Pereira, Richmond Y.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Zamfirescu-Pereira, Richmond Y

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T16:56:38.466603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c5aaa81c653106518c404d16d34dac2cc9bf555d141dd21277a3e3f99020783d

Observation 17546220-b092-4f09-a5e3-67bfe8765ba3 · outbound

This paper cites InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems(Hamburg, Germany)(CHI ’23).

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems(Hamburg, Germany)(CHI ’23)

Reference 88

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.786845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a5cfa43cedead09c94b2c4a0255c4fec26da14b2b87e25fefb40f006b0a98364

Observation ae64e193-c629-4a63-bdcb-fd64e07632bd · outbound

This paper cites Large Language Model-Brained GUI Agents: A Survey.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Large Language Model-Brained GUI Agents: A Survey

Reference 89

Resolution
verified exact
arxiv_id, observed 2026-05-19T11:08:28.109115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ff2e7c10304daeadb2a83fc80d10abe4e86eef18a97c9bac4c9e8fbb9dea4821

Observation b94bc60c-750a-4977-a480-abc5b46af5d3 · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 90

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T16:56:37.713080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:8ea64bfc55a362bf997e2cbc8d09b09f183fe8aebeb4e66fbb83be991a3aaa04

Observation c63011a0-de58-4c44-b418-24de5947d04f · outbound

This paper cites An Ideal Human.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents An Ideal Human

Reference 91

Resolution
verified exact
doi, observed 2026-05-18T16:56:37.678960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:be72bf0a16d418e03e923b5cec5da1968634faacbf27aae25e0b29eb306d1fe5

Observation 0fd09ecd-ae8d-4f62-b9c9-038a8e7da0af · outbound

This paper cites an unresolved cited work.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-05-18T16:56:38.461899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6a762321d6756acf7d101c0ee70ce8a84650787c224ce1eede494d283649833d

Observation 4b5c71bf-7ef0-4105-a3ac-6b99ff6061ba · outbound

This paper cites Agent-as-a-Judge: Evaluate Agents with Agents.

Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents Agent-as-a-Judge: Evaluate Agents with Agents

Reference 93

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T16:56:38.071605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:79405b67a68042ec0efbf734f821cc3f243e274d3337c7ff8a325c6bc62e9118

Pith citing papers

Observation 089511f1-2587-4e80-b575-a806b587910d · inbound

Mind the Sim2Real Gap in User Simulation for Agentic Tasks cites this paper.

Mind the Sim2Real Gap in User Simulation for Agentic Tasks Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T05:51:29.435703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T05:51:29.435703Z digest=sha256:cf09be40afcb8c9844f42320749bcb3c4616a232fe00716dfcaf4e50e150541b

Observation 7422abe4-2228-4297-8194-821d8b99d36f · inbound

Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents cites this paper.

Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents

Reference 122

Resolution
verified exact
local_arxiv, observed 2026-07-02T10:36:52.908443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T04:58:10.803420Z digest=sha256:0c36649699467e742066303d7791724e3f1b9305ee2f8bf88bed12729e38a151

Observation 47349aa6-63e1-43a9-b017-c6abef422b89 · inbound

Motif: Discovering and Automating Personal Web Workflows cites this paper.

Motif: Discovering and Automating Personal Web Workflows Why Johnny Can't Use Agents: Industry Aspirations vs. User Realities with AI Agents

Reference 46

Resolution
unresolved
no resolver link, observed 2026-07-14T11:01:52.613585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T11:01:52.613585Z digest=sha256:1f58d8bfd9f0be372a5f10e78cd69fa2d73b3bedbca6b490fa80b3d90740dec9