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Paper Citation Record · LEDGER

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks

As of 4 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 2 inbound Pith citation observations for arXiv:2604.07335.

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

pith.paper-citation-record.v1
2604.07335 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:40:55.246281Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:54:19.839496Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T14:28:31.759652Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact35
  • verified fuzzy25
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation db9eb76f-a6e9-4ab4-8d4a-71234b26a981 · outbound

This paper cites Vitamin-b: A reliable and efficient visuo- tactile bimanual manipulation interface.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Vitamin-b: A reliable and efficient visuo- tactile bimanual manipulation interface

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.372761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:dea552ca342bf433883a8d9b456f3f5aa99244cc6129ffdf37c7798823eea936

Observation 26f53bfa-0a71-477a-b2aa-78df9b2d0fc4 · outbound

This paper cites Occlusion-robust autonomous robotic manipulation of human soft tissues with 3-d surface feedback.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Occlusion-robust autonomous robotic manipulation of human soft tissues with 3-d surface feedback

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.591137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:d1c64ae3a4265812dff65646ca9949c3650928f362f9e8e80bc6a054636c4682

Observation 9765c462-b0a8-4182-b64d-1105c97cab68 · outbound

This paper cites Goal-conditioned dual-action imitation learning for dexterous dual-arm robot manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Goal-conditioned dual-action imitation learning for dexterous dual-arm robot manipulation

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.594193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:5495d89579b3f441352e6a010eb27bf22fb6afadce29ba2aefd281cff0529cc8

Observation 898b7b63-9239-4e78-a1e0-eb1bc544af55 · outbound

This paper cites Evetac: An event-based optical tactile sensor for robotic manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Evetac: An event-based optical tactile sensor for robotic manipulation

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.597394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:a5588ec1ad25f2571790939bb66bdef36a8856640505d73f64d2a71e70d103bf

Observation e2163ee4-6ec7-42ae-a6f6-c02e203d3e87 · outbound

This paper cites Skillvla: Tackling combinatorial diversity in dual-arm manipulation via skill reuse.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Skillvla: Tackling combinatorial diversity in dual-arm manipulation via skill reuse

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.379111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:08a45b7b12901b3785baab547c06ac95ae156039d5fbe098dec55af13abc0f22

Observation b4577421-c53d-48a7-a7ca-85fabe763714 · outbound

This paper cites RISE: Self-Improving Robot Policy with Compositional World Model.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks RISE: Self-Improving Robot Policy with Compositional World Model

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:20:57.981142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2977f00248526436d3cb820ef24c29dc07ee9af79b31b5a9e47c6514b3bb3348

Observation c944c5d5-5648-4823-8162-f56d5957149c · outbound

This paper cites π0.5: a vision-language-action model with open-world generalization.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks π0.5: a vision-language-action model with open-world generalization

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.565829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2112ef4148fc120d5b6d3e248ccfaed0ff55465c561e8f781e8ed307a1aad7d6

Observation db838760-45a4-4aa7-92e5-adc6bcf92662 · outbound

This paper cites Rotipbot: Robotic handling of thin and flexible objects using rotatable tactile sensors.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Rotipbot: Robotic handling of thin and flexible objects using rotatable tactile sensors

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.562866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:3895c6ab6e86139bd61be273c16d178a74a38e63f3e5a193b3bca122110318ed

Observation 6ce1af07-d80c-47fe-9d1f-002302f4eda5 · outbound

This paper cites AnyTouch 2: General optical tactile rep- resentation learning for dynamic tactile perception.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks AnyTouch 2: General optical tactile rep- resentation learning for dynamic tactile perception

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:57.987505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:3c7e19ded81e3a493b82b163bc0cb88db9fba3a9de203cc22516ec6a88934ef5

Observation 4caa69e7-679a-4b4d-8874-e6fbe998c344 · outbound

This paper cites Egomimic: Scaling imitation learning via egocentric video.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Egomimic: Scaling imitation learning via egocentric video

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.559858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:5ddbb503951bab24081a1506e5c92f820af874deaeb3b97652e5bf70c62590a4

Observation 8bb3da57-2370-43ce-9353-0b82d2f4dd10 · outbound

This paper cites EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:40:29.471447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:8f33f0f633c1c92b72694342da47f7fdb0a6eda6b93f5da439598be361a4aa63

Observation 379a099b-7a4e-4868-87c8-3f43a5e73954 · outbound

This paper cites EgoHumanoid: Unlocking In-the-Wild Loco-Manipulation with Robot-Free Egocentric Demonstration.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks EgoHumanoid: Unlocking In-the-Wild Loco-Manipulation with Robot-Free Egocentric Demonstration

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-06-05T02:16:23.242325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:88a27a8a405d8dbc2987272a57a8dfb4d6af9e2aa63e64626acbd8d33d9c25ca

Observation 624afff6-9eae-4520-8619-bab21eaddaab · outbound

This paper cites Reactive Diffusion Policy: Slow-Fast Visual-Tactile Policy Learning for Contact-Rich Manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Reactive Diffusion Policy: Slow-Fast Visual-Tactile Policy Learning for Contact-Rich Manipulation

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:57.919941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:4222400147f72792c4786860f3aebf16df1710a24589bb45f1ecdc65bdd06e25

Observation 4d97429d-5029-4658-8bfb-5b9354a89b77 · outbound

This paper cites Unibidex: A unified teleoperation framework for robotic bimanual dexterous manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Unibidex: A unified teleoperation framework for robotic bimanual dexterous manipulation

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:57.969358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:b6bf4c188d3d084fb02f107e0610dbd7c3435191246b53745e6e8ebcd2cadaee

Observation 668b6008-514e-4f74-8276-6469ea520c8d · outbound

This paper cites Dart: Dexterous augmented reality teleoperation platform for large-scale robot data collection in simulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Dart: Dexterous augmented reality teleoperation platform for large-scale robot data collection in simulation

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.568883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:b2329e40b5edf15060d00f1731e65a8a61a2d4e8f5fa7826b13bbe139c27af52

Observation 5e6e22a5-73cd-424e-a335-e193d17e1a08 · outbound

This paper cites Universal Manipulation Interface: In-The-Wild Robot Teaching Without In-The-Wild Robots.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Universal Manipulation Interface: In-The-Wild Robot Teaching Without In-The-Wild Robots

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-14T21:35:33.640506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:a410d6ba84b5cdad30c96bc09f2bd2ce1593fed33dd2de062dc60caefe2bee7e

Observation 39b6a820-14e0-413b-9d06-75e2d5770de9 · outbound

This paper cites UMI on Legs: Making Manipulation Policies Mobile with Manipulation-Centric Whole-body Controllers.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks UMI on Legs: Making Manipulation Policies Mobile with Manipulation-Centric Whole-body Controllers

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:57.941156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:b79e4adf53bb0c9bc031154bfdc9d9751643503c2e9893b3ed30b56ffc42ed47

Observation d306e696-78dc-403b-a274-11232840663f · outbound

This paper cites Mv-umi: A scalable multi- view interface for cross-embodiment learning.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Mv-umi: A scalable multi- view interface for cross-embodiment learning

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.346767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:7e80a6aa5e6c9ba3da23c02442190517186185856e6bc3a798a260ca29351330

Observation 2cb2e433-6cb2-4e75-948e-85e10493c2d4 · outbound

This paper cites Egomi: Learning active vision and whole-body manipulation from egocentric human demonstrations.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Egomi: Learning active vision and whole-body manipulation from egocentric human demonstrations

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:57.956263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:9360608ac23f6b12c1e961315b3a10befbaaae6515198a5a530c0a451c8bb044

Observation c9947c6b-83da-443c-9680-6f4c51da30fb · outbound

This paper cites FastUMI: A Scalable and Hardware-Independent Universal Manipulation Interface with Dataset.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks FastUMI: A Scalable and Hardware-Independent Universal Manipulation Interface with Dataset

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.293132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:3a748a6767b759932f2659099add693d038140df97f908c7dd9890017266366f

Observation 3e547023-c5d2-44ee-9482-14f8ea6b8b5a · outbound

This paper cites Legato: Cross- embodiment imitation using a grasping tool.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Legato: Cross- embodiment imitation using a grasping tool

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.571704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:8b47a797c7fa60d7b68c57e0aefc2e40c88de58962c91eef951e3b2b0f7cab7a

Observation dc16e1eb-3816-4508-bc3f-6b3eb89131da · outbound

This paper cites Umigen: A unified framework for egocentric point cloud generation and cross-embodiment robotic imitation learn- ing.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Umigen: A unified framework for egocentric point cloud generation and cross-embodiment robotic imitation learn- ing

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.301673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:a42ffc50d67cf26f339b6658277f0a7745f5ee91229931f73f73b6dc5b3d4e9f

Observation 484bfb01-541c-4c69-ac82-f0affc3f776e · outbound

This paper cites Tactile-conditioned diffu- sion policy for force-aware robotic manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Tactile-conditioned diffu- sion policy for force-aware robotic manipulation

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.276714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:c787a278df678b9f21ecf369b9156cde343c762705c70ecf19262a9c96174992

Observation 6102e0f0-e824-4e65-8a5a-1eb5ce635a3c · outbound

This paper cites Can vision feel touch? tactile- aware visual grasping for transparent objects.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Can vision feel touch? tactile- aware visual grasping for transparent objects

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.553785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2371a388e295ad8298d7a29ecc28e06d4f7ee34b77a0c2df1181dd85c129dd92

Observation ca7b108c-6c57-48c9-80fa-e45f3cf4e0e7 · outbound

This paper cites Manip- force: Force-guided policy learning with frequency-aware representa- tion for contact-rich manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Manip- force: Force-guided policy learning with frequency-aware representa- tion for contact-rich manipulation

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.283879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:747a9f007cbcd7599cb451e24c16940653c3d6ab7f7e3671411f03b49124c085

Observation 13c4cc0a-2cc0-4900-8c13-2362d65e84fb · outbound

This paper cites Simultaneous tactile-visual perception for learning multi- modal robot manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Simultaneous tactile-visual perception for learning multi- modal robot manipulation

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.307771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:c0ff8d0cfcd0b53fd57596a1839e176718060e3d669ffa5e477d5d3490789f1a

Observation bd672759-9358-44b8-a6dc-6cd55a08dbd7 · outbound

This paper cites Dexgrasp-zero: A morphology-aligned policy for zero-shot cross- embodiment dexterous grasping.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Dexgrasp-zero: A morphology-aligned policy for zero-shot cross- embodiment dexterous grasping

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.353423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:b07899fa3525be343e4b38015ce55751b0c15cbe233e9d6f43adf45f86f972cc

Observation 92464655-93dc-4733-b345-6be1fa278f30 · outbound

This paper cites Xgrasp: Gripper-aware grasp detection with multi-gripper data generation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Xgrasp: Gripper-aware grasp detection with multi-gripper data generation

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.360102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:997cebc9fb027846b9ce6c936a4eb9bf0b85ce19ac725368e9bbeb1e8dcfec40

Observation a53d395e-bcfe-47d2-a03b-640859796864 · outbound

This paper cites ARCap: Collecting high-quality human demonstrations for robot learning with augmented reality feedback.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks ARCap: Collecting high-quality human demonstrations for robot learning with augmented reality feedback

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.547814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:9009e2564a6913473f1b45b521d36aa6149baaa7e7cc4216edb976b680057cc5

Observation 42031ff7-8f59-4cb0-b721-f0cd6ee6da01 · outbound

This paper cites Robopocket: Improve robot policies instantly with your phone.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Robopocket: Improve robot policies instantly with your phone

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.257431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:c033605847ab78e58dc5f8e22ebbaa8613ebb76225a1cd8b504a44777eb66dff

Observation aac12bd5-4c9c-42b1-bce1-eba6adb4e629 · outbound

This paper cites Clear- mp: Clearance learning-based efficient motion planning for dual-arm robots under end-effector orientation constraints.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Clear- mp: Clearance learning-based efficient motion planning for dual-arm robots under end-effector orientation constraints

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.574738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:9bb5655e08873e6e0aadf9c4557cafcad11d0fcb4b61627fd504b63d461c9b02

Observation 1bd52cc2-9861-4410-987c-0c174d6349ad · outbound

This paper cites Compliant residual dagger: Improving real-world contact-rich manipulation with human corrections.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Compliant residual dagger: Improving real-world contact-rich manipulation with human corrections

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.117394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:236a0a4b36e178ea8095655a49c56fd9fbd8be47299dba09af9450d42b604762

Observation 0b6a3c73-49e2-4219-8384-57765961d27c · outbound

This paper cites Racer: Rich language-guided failure recovery policies for imitation learning.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Racer: Rich language-guided failure recovery policies for imitation learning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.544536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:bc64b1dd9ba5bfa0f4f4931e52a1e9a0cfe1e5b5bb44edc4f7a0cb195d1363b5

Observation f3d6258f-3d1c-4d25-ad85-00044f13e1fb · outbound

This paper cites RaC: Robot Learning for Long-Horizon Tasks by Scaling Recovery and Correction.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks RaC: Robot Learning for Long-Horizon Tasks by Scaling Recovery and Correction

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.183863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:1f41edfe5a20f035bed6022e1ef0941f89f8e0937cfb60dd4df56b6acbda5630

Observation 15b0684a-7f35-4fe0-bcca-cf2a51979694 · outbound

This paper cites Dexhil: A human-in-the-loop framework for vision-language- action model post-training in dexterous manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Dexhil: A human-in-the-loop framework for vision-language- action model post-training in dexterous manipulation

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.046099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:84514f0b797e351728cd083c542b36657930e5f368bb11b0e20e436bbd33a4e1

Observation 3543d4d8-6258-4553-abf7-68c802b9d130 · outbound

This paper cites AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:09:24.919963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:b2017422aa2f26bd3335d78af3b3622bada982b336f8a5ba1342ef8f8a5ff509

Observation e7b4e28b-bf6b-449f-ad45-0b1e8c14a783 · outbound

This paper cites A humanoid visual-tactile-action dataset for contact-rich manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks A humanoid visual-tactile-action dataset for contact-rich manipulation

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.550767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:9bf283caa05e24f59d627b3e40134b80d3f949f8630b73099067e3f7ea1fa569

Observation dd7aa527-e87d-4416-adba-0e0cececffd0 · outbound

This paper cites Mobile aloha: Learning bimanual mobile manipulation with low-cost whole-body teleoperation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Mobile aloha: Learning bimanual mobile manipulation with low-cost whole-body teleoperation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.556863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2d0d45aef25727cff0e66b5af8bccf721d340dbcc210ba40dff2cb58d0a95f0a

Observation 1d098b9b-8a6d-4c7b-b338-cb5f56a139a8 · outbound

This paper cites Lemmo-plan: Llm-enhanced learning from multi-modal demonstration for planning sequential contact-rich manipulation tasks.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Lemmo-plan: Llm-enhanced learning from multi-modal demonstration for planning sequential contact-rich manipulation tasks

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.534857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:bb9f38491b298b2a46ef9d69d4425357dd222f3f4108e4befc81b0c8131d7614

Observation d9c0d2f3-d116-496d-bc7a-6a6a3b8b1d91 · outbound

This paper cites GEN-0: Embodied foundation models that scale with physical interaction.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks GEN-0: Embodied foundation models that scale with physical interaction

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.537789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:1198cfe1a75efec376004ea69da8e36a889b57e026ebe914da9a351fcda4e2bc

Observation e44233dd-8715-4e6b-9278-8111abfb6587 · outbound

This paper cites Freetacman: Robot-free visuo-tactile data col- lection system for contact-rich manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Freetacman: Robot-free visuo-tactile data col- lection system for contact-rich manipulation

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.110956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2cfcc0088933b88428f1f6286d420ada211ba8d15b7117e6c8209e15a36e3799

Observation f68d1dd9-55ac-473a-937c-e9423e4fcf75 · outbound

This paper cites Fastumi-100k: Advancing data-driven robotic manipulation with a large-scale umi-style dataset.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Fastumi-100k: Advancing data-driven robotic manipulation with a large-scale umi-style dataset

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.531863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:8ae41b3b48567325e6bfb93ef1d45e373156a14ed589c6749e64e5a43637eab1

Observation d96a511b-eed9-4f4b-a629-500f4040c37f · outbound

This paper cites Touch in the wild: Learning fine-grained manipulation with a portable visuo-tactile gripper.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Touch in the wild: Learning fine-grained manipulation with a portable visuo-tactile gripper

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.541264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:1a281d26e63ce860854f805553e338490be043a41c58528c0e1e0102298bb914

Observation fe33dfed-570a-42ad-95ad-40cd5ca9ed54 · outbound

This paper cites In-the-wild compliant manipulation with umi-ft.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks In-the-wild compliant manipulation with umi-ft

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.241336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:af1183f241ced1acae7df53b58612ef24453edc045ecbe5aac36a499aca0e69f

Observation 3683cff2-c5b6-415e-86d5-44f7b7fce052 · outbound

This paper cites Tacumi: A multi-modal universal manipulation interface for contact-rich tasks.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Tacumi: A multi-modal universal manipulation interface for contact-rich tasks

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.229359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:0dcb476fe0055c05e8fca324aa5173c05982be2ea3fa72e250a7a105c0be5293

Observation f5e9f210-48bf-4962-8f90-dadcf918094a · outbound

This paper cites MC-Tac: Modular camera-based tactile sensor for robot gripper.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks MC-Tac: Modular camera-based tactile sensor for robot gripper

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.577725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:5825b7f8a25a9c3b8c340ce7568d766f95c69924d56f64d50bc7beffaffa5738

Observation be3be79b-0b2c-4cd4-a1b7-4a318f9241f3 · outbound

This paper cites Omnivta: Visuo- tactile world modeling for contact-rich robotic manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Omnivta: Visuo- tactile world modeling for contact-rich robotic manipulation

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.266470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:94468b9ca150a6cdc340300d1be8da5523a0fe893856556e4fd251a26a95b4d8

Observation 5e3b66a6-91ea-488a-a1d8-bdb3a68b20ca · outbound

This paper cites TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance

Reference 48

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:20:57.995970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:8100843002f0e8cb659149f96245bab59d7a81cf2cf9d8112d7a2446dfed5967

Observation e63c3887-715a-4431-a1f8-dae82addd165 · outbound

This paper cites Vitamin: Learning contact-rich tasks through robot-free visuo-tactile manipulation interface.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Vitamin: Learning contact-rich tasks through robot-free visuo-tactile manipulation interface

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.525984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:2c182daaebc1f0915e61e78a62361c733bdd97bda5dc1d149dc74c557ff7cbad

Observation f8746dea-6686-4cd5-9cfb-f0a62c458afd · outbound

This paper cites exumi: Extensible robot teaching system with action-aware task-agnostic tactile representation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks exumi: Extensible robot teaching system with action-aware task-agnostic tactile representation

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.140368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:f7d5bef61f52a5ddf9514f057a6f0b5b9f22223df3c790245d768c510bc9b338

Observation aa211e39-29eb-4491-9b9c-e7a24a8646df · outbound

This paper cites Force-Aware Residual DAgger via Trajectory Editing for Precision Insertion with Impedance Control.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Force-Aware Residual DAgger via Trajectory Editing for Precision Insertion with Impedance Control

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:20:57.975465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:8d48cdb7e83bd9ad4e758b9f4538843cbdb72dceadcb96f1a2b87649118270e0

Observation 52a01b78-b836-4457-9317-c0688303d905 · outbound

This paper cites A reduction of imitation learning and structured prediction to no-regret online learning.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks A reduction of imitation learning and structured prediction to no-regret online learning

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.580804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:02e44dfff1e1d4d04582146c0411e8ac45f2455ea204ecc69ec3bec51bfec308

Observation 6cc35ee1-007e-4f80-94d6-70317435940d · outbound

This paper cites Diffusion policy: Visuomotor policy learning via action diffusion.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Diffusion policy: Visuomotor policy learning via action diffusion

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.583798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:c3b3c07723f1ee6e658b9263d6a602552edd9464abf1330c4d4defec9fce89ac

Observation e7c11a6b-666b-40bb-a3e7-fb5fb330ff28 · outbound

This paper cites Learning from interventions.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Learning from interventions

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.522780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:3a3134fd0d7f9c7defa3bcf2f42b566a1488c2778613ec37a4cf19d00a5762c8

Observation 4e70224e-2f0a-4eac-bde7-92e783ac9b39 · outbound

This paper cites χ0: Resource-aware robust manipulation via taming distributional inconsistencies.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks χ0: Resource-aware robust manipulation via taming distributional inconsistencies

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.085629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:6a57128444e3b2dbe575dca27f6f06f10a05166b1dd7f36b8346f0177c72e5ce

Observation b24c0733-cded-43d8-bf6c-53d1e54ed79e · outbound

This paper cites RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulation.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulation

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.004858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:ec5e8bb3cb3ceb0ccbb13d9cca5bbb6037141eb8c57d65dfc5e3c6409414fedf

Observation d827bb1d-5c88-4f5a-ada8-421e304b12f1 · outbound

This paper cites Conrft: A reinforced fine-tuning method for vla models via consistency policy.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Conrft: A reinforced fine-tuning method for vla models via consistency policy

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.528915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:0f717b3fb7463ea2d0bc5cebf8c9a503c94a2b6c1ead265cb7b9f5c5c9552016

Observation cf71553c-eeaf-458e-b32e-5b220733f0dc · outbound

This paper cites OpenMoCap: Rethinking Optical Motion Capture under Real-world Occlusion.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks OpenMoCap: Rethinking Optical Motion Capture under Real-world Occlusion

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.025352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:10f49b6989bf003cdf6349e88092b1c9ddfa5c0f6faaeebc81630ec1972c3e3f

Observation 1937a56f-35b3-4446-8778-7c373755d742 · outbound

This paper cites Rapid: Reconfigurable, adaptive platform for iterative design.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Rapid: Reconfigurable, adaptive platform for iterative design

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:20:58.093104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:49bcb573562e943154c91dd1de44c122beb49dc7babf5813afdbd13121af3326

Observation eda71f97-d0c7-4e4d-8225-1327bb21830c · outbound

This paper cites Learning fine-grained bimanual manipulation with low-cost hardware.

TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks Learning fine-grained bimanual manipulation with low-cost hardware

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T09:29:24.586987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T17:40:55.246281Z digest=sha256:e3172da7df6ed8b98373b3b1a7d34b6512fe72dba6e6ef423156cd78a0c26378

Pith citing papers

Observation 3f77cc75-886a-42cf-a73f-dd7ca2157878 · inbound

FTP-1: A Generalist Foundation Tactile Policy Across Tactile Sensors for Contact-Rich Manipulation cites this paper.

FTP-1: A Generalist Foundation Tactile Policy Across Tactile Sensors for Contact-Rich Manipulation TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks

Reference 83

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:28:31.760854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T07:02:17.427032Z digest=sha256:8037814ead5d2f2f35c96c2754ba06507d26045d1101446140addbc83ce510d3

Observation c7a6481b-dd3a-4c24-a9b2-c001d56284e9 · inbound

EgoRecovery: Acquiring Failure Recovery Ability Through Human Recovery Demonstration cites this paper.

EgoRecovery: Acquiring Failure Recovery Ability Through Human Recovery Demonstration TAMEn: Tactile-Aware Manipulation Engine for Closed-Loop Data Collection in Contact-Rich Tasks

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-01T11:54:19.839496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T11:54:19.839496Z digest=sha256:3380254a465d184c751504fbe2f4e48c50fd5c0247ea1ed875d3a6b0029aa1cd