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Paper Citation Record · LEDGER

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

As of 4 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 2 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 95 of 95 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T11:01:52.613585Z

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a260cefb197f49ede62bc202d76e0095ddaca46856bbb2a59ad17272341261a4

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7738dfb57bb4cea89c5dc29b9f96bd2296d9b4b881e0973e5956266ff8b65456

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a256077a60e488afb13a8b2b647cded6f2f6c2c2cde75e387512a8311c5222e1

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:8f79223f6d66e56832e171e002d2d9f8282cf5e14c9704cb54d1963c884cef58

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4d88fc23866f9d31f6fb8f40ef09a561772794d6c246468e0734227e4208e515

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:af6bd274ff250df094004bce6a6ce582347287110290ddcd93894b3c5c053d9e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:339c33f7d007c5ce576123d24e06a10bcc7f6ffc11a8284c644c84fd417ed840

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:bd686bca88fd94f8954c4faa2163f1e344a40d4aa24565e3605af286931fddb4

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b5dbfc575623e2e0e55f057c6ea168ca0465c68d682e84e448d5646e39e403c8

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b4b515b8b48794f3a291b2a20c2289dc76bb0f50d887d3a39d685b66edc97b7a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:66f4bfb517234ec21d82e0c86f6f03d732b2c72702c027e92e81e5ed9659c11e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:41457a2cf2c0e21bf1e959835c82d345a16d9c868afaaa536eed6503f6ee1c9f

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c39b98fa2063bd30bdfb2eb12943363509f89bca4b9b582ec740bf501023d282

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d940c659e5e6d539dee2a7b76a06a14728ee1149676414e9c2a9012ddea70929

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ac77f345759ce7e31ed316e14c2a2904ad6d01345c79434443e55ad203ca0ccc

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:91760e73e7b75d6972b9196d2d8f27fb3844c4639f301fa22ff5c6f2723284a9

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1709bb915fcc60a9b5eea03db5520875d7853d16b7085e37065a3cd7d18b4666

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f046a990194d3283bdbb4670b53ad6ad3d8c01cc5ccc65312db63a1af162ee81

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:649ac72dadbcfbaf0c660abccd43651a125d5f2cfa7d751c67912f2ac71b9efe

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:58c37fe2974053bf76788b9543e7f31a5d9df7b032243443daa9e9a7d49495ab

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:65febfa6f78170e51d22d438618b1b15f2368867dbfdf2c73f08248ffd694c3a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f3d8b1fc079105aa2014307459f4822319c02f6babc29964833a125a5335a534

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:87301b307ac1f571570bd83d4d63de93d57f30d6c2517c31f888e92f6b9b5493

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6de511af4ae2228064446aced4a61daf847d83a6074f64a3748b55e2648392bf

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:558ff2c087ea89cafda6de647431568df1532c2f2acf2f2618d1d94abe3be796

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:fa60047555fd138921084bc1ac94b5ee19f6b7df74510d9e6e5d1768fc51b5b7

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ca55007a297faa215a3adf43275a5d5d2636bc63ab65eb273b799be8e44b3b52

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:813d97b8006a59dd5bf6a1f110a74f6f3aa71b747932984ef41e3dbc4267fd0b

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 2026-08-04T01:08:05.309026+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7ee984abc20e5762785ef2f05f05c03922051467e2f2ccc3c2597791e3dd63f7

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:843f82c6b13f0752c18f217202098ea3dd2a5c3e5911339a43a293eb8f26ee9b

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d3df89cafad5685759471da16e13d3856d622b1410c561ffac2c63b86a87520e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a2b16954346a392c08e28d753c1be86a22c831dbe14e1bf913f926f03f3f010e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ebacb9d94a598ae7df5cd8b03f6094bf0fc3e4be86ee468a940d78abe9ea9785

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:2f75f98f4ad00cbdd12ff2c0218f43b12a70f7536536d4a51b2c3908f011309d

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:5965c716fe9506c9d1a9e0010f92037b1610e0b63963a00a86ae9c75995dea3b

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f29f9c3d219122424d29668e1a1a4d11400b4e05b63d5556878fb585b5a78715

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a943deb85551d7635675fc579a3620ffee57a09857b13f65e4ad49a9e403cb8c

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:01dedf7600e250e374bfbb123c63334e0ee33d4dca51935618bc78344f87d6fb

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:98336b109d657327d215b2a2824d6717966ba7e4eb2faac118c2c078609f87cd

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:06b8c13e97f6f52b73e826891aa40c6d4485a20146ff3f200145093834c8be2f

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 2026-08-04T01:08:07.572928+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ef287b1f9ba075c4367fa4fce1209b850aa47b34a5800458471345cc5fd1ea7b

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:01456f280f8e521037fb95f48ff9748181156256c83b2e29edefa5e999ae6262

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4b1ea36e85a4fa1cf84f2b3f00b5520bca42bec5684749df545bc29659e145b5

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4cd2d9cb9a48f89f1af5355f9e97d2638853f265432e9b9a921bda894bd126ca

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:5672f492e9b138dd831f4fbe572f9a2f937092f0fbcf8eeda3eb24d2ee89a460

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:11c59cd2f638b32bcfda815b36c2c8dd685572a1a0eaff864ec83dca56095695

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:dd7dee9ece4eb0db07973fc7bdf563b390f0dc9bd0914fda91bb3ab48c2ad03e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:eaef3e931b2b1d3df02f2021d69d7db34d6379acf13a2fbaff6e1d184de258d3

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:54fef6483112a034f1fc57b9d936599a9234fde6993e60530c12de33f9b6d833

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:949a192ff333a8f90341319d1e3188bd41efaff5c1e815a9b3f8cd55874d8618

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a04724c34f3e6e0b25063b92129a287ae73773a06269e46e5ed7c39a0fcf1553

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3e5ff419b17f39ab0efae042295215b89698d7f5968df056f5206e9320695b9a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:627fa4e7de5606eb894886fa29fe89edd7048ca93904b4e9da0b851b3b9deb5a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:27b9f08361592468dd6f55ec3ac79438d0d69b511aabcb8cb039768451b49fed

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:34f5b76f034f0ce1ee4deef382fa1ca9e5fbdc46ae6f2303594e2cd28ed09f63

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d10c1cd795305f8eb4e6040a98c4878322be752274c0a5f9cad0901c10d54cd7

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:1033ef5d356ca1c0fd853e5778e683967fb2a2533ae7a5271a25b43d39666ba6

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6e36084a0f5ac9837040291a0cfc0fb9114c99a95e39d4a6b511c1dafa3c1bdc

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7eff007ce496097e3134b70565bceac95e03579c6ec813c4feef3de1d4fb48d5

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:afc823a73eec69bdc19a5c160cacb4fa4ac21e0d78ad0cb6d4a0f719daf8f50e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:fdb9c220df75e2cf3573cd223edc47164e2455c7d269c1e955d1360652b08814

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7c58635864ef4340764097096914fe132a26bd431d479a8d750dfe1cdc3f51c4

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:076f9d4295a7eff61c42c0b8094b7fc2753bd7c70f29fd7ffea02d1baaf1d4ad

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 2026-08-03T22:08:32.844211+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3fad1cea37b94c3ea0b819b70e0809dfad880217377bb381224d75addc3ab7a9

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b54eab9015b2e5ab903fbe57fba6311f218abd9bc8902b3d361ade8a4c9ed6cc

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ab588027352a7eec9c49714b074a5290444c8dda01b3d6cf54ccdf3a676af6d9

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:930b276e2ab839915959051071f233ce5262fd1e08ba344c94019e258d76d106

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:f5dd7462b442c855b4885398bdcc8af5764b077014fff4c69e1d951f585ff25f

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9d7fab2b9a19f27e9f9949bcbf15caba6e487c3c5bffe044b38e9e1ddafe2a36

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=sha256:4cfa0095a91c2f694ead9226269821a81e8c11f1bf76143ca9ac343dbe0718aa

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:b67a30d5cd013dae3eef861025a67713cc603d8e7de5cc2fb2202b17b99806d8

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:00caf90fe39a9338e126fd4f6919efa42ed1cc89ea6cb0195aa666ed1c0f2423

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:c4078ad3faa81736ccb9fa24baf9c329ff32cba42cfbac973f73b3922741e78f

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:a8c1bdc302b0c0715d380d0e83b9ae1f9d6d65cf33beec1a4b1ccffdbb18ad98

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:3fa4134d08e794f8340cfcd284f5391d2cc15e95e3e25a943b188b884394b820

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6ff224078bfeb9239641c15b894fe104cb00d47c2a4170d0cea313f9e5e7808a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:6448982dba640b92173b7b248e309cfa3a7d5882b176d6c8c944657c79819ac8

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:cd822a4e781eb763d3e7a6e8c4462cc0dcaf09323b8e6bd7882c0b1503571add

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:01c8dfcb818a05dfd7522ac0c18999051139cf63100c2ff170f8294e882391ea

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:50586dafe6c16a38dd1054d03ccb500d894d7862c3452e5d55d4f0d4c70a0170

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:989a863fec29c55b49dd8c041eee8d8f6fda04889a65971688fe8fec4be8ed77

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:ce7da4db0c60962a7179f764c6aa2e8cb5f38e68dcad3226ba65cbe321090b67

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:02fa365d8df4b144a7b9eba58505d49b93c814819461903af36dbaccffc53007

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9b33e1cbed64df4198d1580ac8b79d08c7c0a81631f031069ad03aafbd7bab9e

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:800a2134dea23102808ec2f36d56d8fb511a9bfbcbe5c4ec0af499aa592a0806

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:9595e3841f0a877ccb282924bfc6071e75e74b825b9d199270c94c2b27663b40

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7ad7e9d4b6454c833f9f26a5b79eb2d819eea1470037087ce1f391bde5f0948a

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:d8c61c93cbd60ce54b254e00f390f2d2e3e78933a5d1dab748e7d63fd00777df

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:829ffd2b32b368257691a7116745c8fab66a1b027cff072369f746180112a751

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:4ed96a7f2565789fea79cf551829a01f2f8f81d8f19a167497173cb9939e0d0d

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:7b6e1c2dcde2db5e9a8be57d280931f207e45aecfb98a85fd45b83557830b2c6

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:e25ec797aa2f21773195b95d108b3aa713c15fa98bdcf8d98935d5687979df27

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T16:55:47.922639Z digest=sha256:02e0bc32e79394bc44d3557d4097a818aa8091be02184df39db44b8365a45d44

Pith citing papers

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 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-28T04:58:10.803420Z digest=sha256:73b468a9160e4b4008d91bd6c2c4257e6c43eb01e197ec1322f95406e28a94eb

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=sha256:36c92a6bc3821e7ba46e56b11eeb447ced7c63dce271af3f2b6ce266010c4526