Pith. sign in

Paper Citation Record · LEDGER

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research

As of 20 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2501.01451.

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

pith.paper-citation-record.v1
2501.01451 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:02:16.468538Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

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

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:47:15.064180Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T17:44:33.949866Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact7
  • verified fuzzy4
  • unresolved17
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a3522001-5e15-46cf-acb5-7ab30389c41a · outbound

This paper cites doi:10.1088/1741-2552/abc024.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1088/1741-2552/abc024

Reference 7

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.566171Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.377661Z digest=sha256:27775949537d4a0165483da588bc0dca39d0dca12609e3b0d3c71a7b44b4dd89

Observation 08e4c20b-3d94-4e93-9e9b-2023d2a51614 · outbound

This paper cites Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.386166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.386166Z digest=sha256:d71c616c3b50ba5443df6d1d229a78eac81bfba11e031ef9f49a9a18939299cd

Observation 968162d5-e82e-4803-b936-eee0d29660e6 · outbound

This paper cites doi:10.1162/qss_a_00327.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1162/qss_a_00327

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.390462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.390462Z digest=sha256:8cb5229866e794e832b5fffddd0da6b26bcf391d25a7e81bcf7e1ba6c93e3069

Observation e7791513-b3cc-4be9-8550-7e45173d4d9c · outbound

This paper cites Jing Jin, Hao Sun, Ian Daly, Shurui Li, Chang Liu, Xingyu Wang, and Andrzej Cichocki.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Jing Jin, Hao Sun, Ian Daly, Shurui Li, Chang Liu, Xingyu Wang, and Andrzej Cichocki

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:02:17.489067Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.394758Z digest=sha256:a021f040ba7561b83530b42229b97614ac29a5e675abd29978778455393ce785

Observation 9eab3e04-d679-4252-a5e6-0fab4f8895fa · outbound

This paper cites ISBN 978-1-72811-990-8.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research ISBN 978-1-72811-990-8

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.404440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.404440Z digest=sha256:f2739d1b2eb11bb5b9bc0c692196a038ae9c3b11cc630b846b85f8bf9687bc9b

Observation da56cf28-104c-43e2-aa29-da439fba9ae9 · outbound

This paper cites A Framework for Preserving Privacy and Cybersecurity in Brain-Computer Interfacing Applications.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research A Framework for Preserving Privacy and Cybersecurity in Brain-Computer Interfacing Applications

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.408019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.408019Z digest=sha256:bc0e87032f3ef9bfd388e1fd42173577cb123eddf687861cc9d9b3274216597d

Observation a050c344-45d5-4880-ba38-d08782dde1f5 · outbound

This paper cites How EEG preprocessing shapes decoding performance.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research How EEG preprocessing shapes decoding performance

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.415199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.415199Z digest=sha256:21992e85d26e9ed5113755befe08d6867d248eac36d1703cc8f857c74a70f14b

Observation 8a4709f1-0057-4637-95dc-5b812c877a14 · outbound

This paper cites doi:10.3389/fnhum.2021.653659.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.3389/fnhum.2021.653659

Reference 17

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:02:17.027709Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.418613Z digest=sha256:0654c7038e37bf9cff448fc00cca4dbdc239d5522f70b0c24e220ae9f6f7f558

Observation 678adff6-248d-4724-8af5-09ce12a4b297 · outbound

This paper cites ISBN 978-1-66548-547-0.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research ISBN 978-1-66548-547-0

Reference 19

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:02:16.951523Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.424723Z digest=sha256:3157ce57c6df65de8fb2eaf53327bbfcc5adca11fc1b0d7996c1e78da507554c

Observation c9f0ef9e-d346-43ca-a4d7-ef33aaf83e32 · outbound

This paper cites doi:10.1016/j.future.2023.01.028.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1016/j.future.2023.01.028

Reference 20

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.538071Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.428296Z digest=sha256:fcc2ebec68708332cf687cd477204e7c92f42483a9e2cb52bbf4463291078743

Observation 3d89fa5e-6fda-42f8-aaf4-b1915be1ac20 · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research MemGPT: Towards LLMs as Operating Systems

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.432082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.432082Z digest=sha256:1d48e732f7e7b4d288bf0d98672ead30079ea652e761c9333dd04fe339026684

Observation 717282bf-4116-415d-abb0-d95df692c1b0 · outbound

This paper cites doi:10.1038/s44286- 023-00002-4.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1038/s44286- 023-00002-4

Reference 24

Resolution
malformed identifier
doi_truncated, observed 2026-08-10T23:02:16.515881Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.443738Z digest=sha256:4c2acff801ef909ea41a0d6d77272390f43ec0b118bff8b1ab5ab965e3ad5522

Observation 645b4334-94a4-4e33-8f33-18d3d7970fc1 · outbound

This paper cites doi:10.1016/j.ynexs.2024.100004.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1016/j.ynexs.2024.100004

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.447284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.447284Z digest=sha256:21c218476c19cbd71832a55872381dfee2933cd8cb7a6ec2017be007ffc14f43

Observation a991ee22-060a-4ff7-b246-5bd45006be99 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Code Llama: Open Foundation Models for Code

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.450736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.450736Z digest=sha256:3e1a294aa3ce653fc3661aaf0af6b150d8b01b3c83e6128c96cae0b7757b7a07

Observation 061dca0d-5f37-4e84-a9e1-8b2943c9bf4b · outbound

This paper cites Michael Tangermann, Klaus-Robert Müller, Ad Aertsen, Niels Birbaumer, Christoph Braun, Clemens Brunner, and Benjamin Blankertz.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Michael Tangermann, Klaus-Robert Müller, Ad Aertsen, Niels Birbaumer, Christoph Braun, Clemens Brunner, and Benjamin Blankertz

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.457696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.457696Z digest=sha256:159b261660b6c6dec5fe979961dd18b9714f56faf78fe6069b55dfd06ae7c6e9

Observation f6fc87de-939e-4b80-afca-7691245cca40 · outbound

This paper cites Memory Is All You Need: An Overview of Compute-in-Memory Architectures for Accelerating Large Language Model Inference.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Memory Is All You Need: An Overview of Compute-in-Memory Architectures for Accelerating Large Language Model Inference

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.461540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.461540Z digest=sha256:b32d8592a71fcd8e8be7757b396cf73cfe8f23274751e11778c8fea3bcddb9e4

Observation 5a935aa4-c873-44d0-881c-567052abcf18 · outbound

This paper cites Classification of motor imagery eeg signals based on data augmentation and convolutional neural networks.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Classification of motor imagery eeg signals based on data augmentation and convolutional neural networks

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:02:17.469436Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.465246Z digest=sha256:664245f29a68e13c7c7b5353b890700288287249326b36f17f658c8ed39329f0

Observation 2f337ea9-a2e0-42a5-80e4-5fbbb2fa4aa0 · outbound

This paper cites doi:10.1088/1741-2552/abed81.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1088/1741-2552/abed81

Reference 31

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.498460Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.468538Z digest=sha256:c7639e2a27f985f8cebdd48ac9cc722448bf26df3815e42cdd4fe4a4e081a103

Observation 2928ed29-3789-4af6-ba69-c3a737eb60df · outbound

This paper cites doi:10.1098/rstb.2005.1622.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1098/rstb.2005.1622

Reference 2005

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.382223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.382223Z digest=sha256:81b540b3a841ce72c293f265b12e5f1da3190910067e3a4d0b8daa238d546ce1

Observation b6fa86f9-d638-415a-8304-7299d97139f8 · outbound

This paper cites BCI Competition 2008 – Graz Data Set A.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research BCI Competition 2008 – Graz Data Set A

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:02:17.498750Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.358612Z digest=sha256:0cb3b0c9e9ae8096cbbb61845afe9d07a363d1e2a4f3be15e2ec99324a860f0c

Observation 9760c111-6e26-41c7-be87-46f0de0ed623 · outbound

This paper cites doi:10.1177/1745691612459060.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1177/1745691612459060

Reference 2012

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.582250Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.353723Z digest=sha256:2d4535f58e9175847f43a40f2927d3646738dcde8277e0b0a48113face65b567

Observation 90964179-197b-4849-89b8-09cb3e7d4597 · outbound

This paper cites doi:10.1016/j.neuroimage.2015.01.055.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1016/j.neuroimage.2015.01.055

Reference 2015

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.549745Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.412063Z digest=sha256:3735dc93e628159546828051b18ddc208998fa639b497d02005d0203a7f836e2

Observation b378391e-27e1-48b7-b045-453041d8f2af · outbound

This paper cites Curiosity-driven Exploration by Self-supervised Prediction.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Curiosity-driven Exploration by Self-supervised Prediction

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.435935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.435935Z digest=sha256:dc932bac416e50b417f57957169b5a2be65ee22947a4e917db44e66e6ceababf

Observation d09b99a4-a705-4476-b520-3f85b96a57d3 · outbound

This paper cites Adversarial Training for the Adversarial Robustness of EEG-Based Brain-Computer Interfaces.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research Adversarial Training for the Adversarial Robustness of EEG-Based Brain-Computer Interfaces

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:02:17.479767Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.421775Z digest=sha256:a0ee2e43fea1d1a4d528962190718a6b5a23d92209c1cd49bd6ee7763895110a

Observation a43e8441-2b4e-49be-af97-da23423a22d9 · outbound

This paper cites doi:10.1088/1741-2552/aaf046.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1088/1741-2552/aaf046

Reference 2019

Resolution
verified exact
doi, observed 2026-08-10T23:02:16.526547Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.439733Z digest=sha256:bc86c1de0a033fd94e3fd049349491a08cf434f0a2252303107cc0ed120bafdc

Observation 27cd0460-7902-4334-bda5-66fe3e370ee5 · outbound

This paper cites doi:10.1109/TNSRE.2020.3027004.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1109/TNSRE.2020.3027004

Reference 2020

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:02:17.457987Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-10T23:02:16.363525Z digest=sha256:66e00ab46e33b657d272923c8037bc2e7c13a26d4895f68a33e0e05e27748d7b

Observation f6dd97ab-4928-4d3a-8952-84030fbd39f5 · outbound

This paper cites ISBN 978-1-72818-616-0.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research ISBN 978-1-72818-616-0

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.370482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.370482Z digest=sha256:c0772be2f065e6f98fe0c58f0eac01deb7339063f089ee95efff2763a6f95458

Observation c076ba51-210a-4073-94d5-a45e00aede83 · outbound

This paper cites doi:10.1109/TNSRE.2021.3139095.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1109/TNSRE.2021.3139095

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.399665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.399665Z digest=sha256:69983569041b6060c0eb2627b0b5429647908edd5111b6efa38c32e385045192

Observation e75e8307-7f5d-4ad0-86b5-d0fe350e7a3d · outbound

This paper cites doi:10.1038/s42256-023-00714-5.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research doi:10.1038/s42256-023-00714-5

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.366948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.366948Z digest=sha256:9547e58b8dd4ae7bdfb483d59ee0d7188169407ece6c0d7211364f065154b180

Observation 1a672144-0c6d-46fe-965e-0e758b2182f8 · outbound

This paper cites OMNI-EPIC: Open-endedness via Models of human Notions of Interestingness with Environments Programmed in Code.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research OMNI-EPIC: Open-endedness via Models of human Notions of Interestingness with Environments Programmed in Code

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.373890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.373890Z digest=sha256:2d02aa4aa2f45e1bcaa7c12bec67b4606a1bf54b2972964a80f93ca9ee5ff28d

Observation 299bc4fd-fde1-4132-8e8d-82c7e0bdc983 · outbound

This paper cites URL https://www.frontiersin.org/article/10.3389/fncom.2019.

Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research URL https://www.frontiersin.org/article/10.3389/fncom.2019

Reference 5188

Resolution
unresolved
no resolver link, observed 2026-08-10T23:02:16.454308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:02:16.454308Z digest=sha256:c37216cccad08d246567073022ffa06fa34bbfdb1b8241e0852b63126d6eb9f9

Pith citing papers

Observation 10259605-a300-4129-8a7d-ded97639b606 · inbound

Foundation Models for Cross-Domain EEG Analysis Application: A Survey cites this paper.

Foundation Models for Cross-Domain EEG Analysis Application: A Survey Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-05T17:47:15.064180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:47:15.064180Z digest=sha256:fd8f5145d008ed82bab95f652841bb05adb9eee62551962639a20dcb726b0589

Observation 491e1305-dff4-4f84-abab-583aaebb03e4 · inbound

WorldWeaver: Generating Long-Horizon Video Worlds via Rich Perception cites this paper.

WorldWeaver: Generating Long-Horizon Video Worlds via Rich Perception Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-05T17:44:34.030881Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T17:44:23.094833Z digest=sha256:eaabb6a998c6bfe5c902b45c52f5eda10b57d3395d0e2df6eeb31d3b4bd8cbb1