Two named cabling tasks
Patching an Ethernet cable and seating a transceiver with a fiber are different sequences, so a spec names each one and where it happens.
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Requirements
Patching an Ethernet cable and seating a transceiver with a fiber are different sequences, so a spec names each one and where it happens.
The catalog lists a multiview rig with handheld grippers for every row, so the spec states which streams that mode carries.
Where the spec asks for them, contact events and action segments mark when a connector meets a port and where the step ends, aligned to video and depth.
Where hand pose is part of the spec, a per-joint visibility flag records which joints were hidden behind a cable or a module.
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Why it matters
Egocentric network patching and fiber transceiver data is video of the moment a cable meets a port at a rack: an Ethernet patch cable inserted and routed, a transceiver seated and a fiber connected. It is recorded against a written spec, with depth, contact events and frame-accurate action segments aligned on one hardware clock where the spec includes them. The tasks are the ones the site states in its task catalog, two of the twelve rows in the Data Center & IT Hardware Bench environment.
The broad data center page covers all twelve rows, from module swaps to rails and labels, and patching is one phrase among many there. This page narrows to the rows whose subject is a network connection, because patching a cable and seating a transceiver share failure modes that a policy trained on them has to see.
Rows
Two core rows, both in the Data Center & IT Hardware Bench environment under the Office & IT sector, which the catalog describes as a server rack plus a hardware bench with modules, cabling and drivers: "Patch RJ45 cabling" and "Insert SFP+ + fiber". The first is rated Easy and the second is rated Medium.
Both are listed as Available on request and list the same capture setup, a multiview rig with handheld grippers. The site does not state that either has been collected and delivered, and this page claims no delivered hours. Two nearby cable rows, "Cable-comb dressing" and "Connect C13/C14 power", are context only.
Ethernet
The catalog description of "Patch RJ45 cabling" reads "Insert and route Ethernet patch cables cleanly." It is rated Easy. Two verbs carry the row: insert, which ends at a port, and route, which follows the cable along its path.
The words "cleanly" and the connector name RJ45 are the catalog wording. The site states no port count, cable length, cable type, patch panel layout or link speed for this row, and no definition of a clean route, so a spec that depends on any of them has to name them.
Fiber
The catalog description of "Insert SFP+ + fiber" reads "Seat a transceiver and connect an LC fiber." It is rated Medium, one of three Medium rows among the twelve in the environment. The row has two steps in its name: seat the transceiver, then connect the fiber.
The catalog gives no way of labelling or measuring a seated transceiver or a connected fiber. Module counts, port counts, fiber types and the order of the two steps are Not stated, and are settled in the written spec.
Nearby rows
Two other rows in the same environment name a cable. "Cable-comb dressing" reads "Dress a cable bundle to uniform pitch with ties" and "Connect C13/C14 power" reads "Seat power cables and locking clips." Both are rated Easy, list the same capture setup and are Available on request.
They are not network rows. They are mentioned because a patching session often sits next to dressing and power work in the same environment, but this page does not describe them as part of its two core rows.
Compared pages
The egocentric data center and IT hardware page is the broad page: all twelve rows. The stereo data center page covers the stereo and container side of the same twelve rows. The server hot-swap page covers five swap and seat rows. This page is narrower than all three, two network rows and the failure modes they share, and it is not a stereo page.
The cable routing and wiring page covers cable work across many settings, and the AV cable management page covers two rows in an event venue. Neither is a rack-side network page, which the table below sets out.
What is not covered
Eight other rows in the same environment are not covered here: "Apply + scan asset tag", "Clip cage nuts + panel", "Screw-mount rack rails", "Hot-swap drive caddy", "Swap PSU module", "Swap fan module", "Seat RAM DIMMs" and "Reseat PCIe card". They appear on the broad page and on the hot-swap page, and are only context here.
Tasks people often expect in this topic, such as configuring a switch, testing a link or decommissioning hardware, are not stated as catalog rows.
Why it is hard
The cable routing page states the problem in general terms: a cable has no single shape, a connector has a small target, and the hands do the work that decides whether either ends up where it belongs. For a patch cable or a transceiver, the moment that matters is the one where the hand covers the port. Lighting, rack density, reach and access are Not stated.
What the site does state is what egocentric video puts into the training distribution: hands entering the frame from below, occlusion during grasp and motion blur during reach. RGB alone leaves a model to infer 3D hand structure it cannot see reliably through occlusion and motion blur, which is why the site delivers hand pose with a visibility flag per joint.
Capture setup
The catalog describes the mode as "a staged working set recorded by a multiview rig while the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector." The site states a head camera at 3840 x 2160 and 60 fps for its instrumented rig, but no camera count, resolution or frame rate for these rows, so the capture tier is agreed in the spec.
The first-person head-mounted mode is listed for other catalog rows. Whether it is offered for these rows is Not stated, and is settled in the written spec, as is the gripper model and jaw type, which the site does not state.
Stereo
The rows do not list stereo. The site offers a stereo head rig as part of its general stereo offer, and the stereo data center page states that a stereo pair is a capture choice agreed in the skill spec and confirmed on a Spec Pilot, not something already running on these rows.
If a policy needs a calibrated pair on a port or a transceiver cage, start from the stereo data center page. This page does not describe these rows as stereo capture.
Streams and labels
Each episode follows the Firsthand episode schema: ten streams synced under 2 ms, with head and wrist RGB, depth, 3D hand pose with per-joint visibility, contact and grasp events, and frame-accurate action segments. Hand pose is delivered as handJoints[2][21][3] in metric units in the head-camera frame, aligned to depth and RGB. For patching work, contact events mark when a connector meets a port, and action segments mark each step.
The site does not state which of those streams the staged gripper mode populates for each row. Object labels use the terms your spec sets. Force or tactile data, and success or quality labels for a connected cable or a seated transceiver, are Not stated.
Gloves
The site offers a tactile glove tier as a pilot-ready option. The glove signal is time-synced to a head-mounted stereo camera by hardware timestamps and an IMU, and each glove is calibrated every session.
The site does not state that the glove tier has been used on either of these rows, and each lists handheld grippers as its capture mode. Treat force and tactile data as Not stated unless a spec adds the glove tier and agrees the fit with you.
Setting and privacy
The catalog places the rows in a server rack plus hardware bench environment. The site names no data center, colocation facility, customer or operator, and it does not state capture at a customer own site. Environment, access and schedule are agreed in the spec, and the number of sites is Not stated.
Every episode links to a signed contributor release through a documented consent chain. Faces, plates and screens are detected and irreversibly blurred at ingest, a reviewer confirms the result before anything ships, and the anonymization record is delivered with the data. An undocumented bystander is a stated reject criterion. How cable labels, port labels and asset tags are handled is Not stated, so name them in the spec.
Quality gates
Episodes are machine-checked at ingest against the stated reject criteria, listed in the table below, and a human reviewer then checks the result. The first of them matters most here: the manipulated object may not be out of frame for more than 15 percent of the episode.
The site states no rule for how long a port may stay hidden behind a hand, and no blur or sharpness rule. A rejected item goes to the reject log and is recaptured at our cost.
Delivery
Delivery formats are RLDS, LeRobot and WebDataset, plus HDF5, zarr and Rerun .rrd. The format table below sets each against what its official documentation states.
Every batch is validated against signed accept criteria before it ships, with a reject log, and delivery is rolling, per validated batch. MCAP delivery is described on the stereo data center page.
Fast · on demand
Where coverage is already deep, the first validated batch lands in a median of 48 hours from signed spec. Thin environments typically take three to four weeks, because vetting operators there is the bottleneck, and we quote that up front.
On-demand top-ups run against the same spec and accept criteria after each training run. The site states no capture timeline for these rows beyond a quote against your spec.
The spec
You describe the patching and transceiver tasks, the sequence and the capture mode your policy needs. We turn that into a written spec covering tasks, environments, capture tier, annotation depth and accept criteria, then quote reach, timeline and price before any capture begins.
A Spec Pilot, a small and fast first batch, can prove the spec and accept criteria before you scale. Billing is per validated hour, and every collection ships under a perpetual, buyer-owned commercial license.
At a glance
Every collection runs through the same seven-stage end-to-end custom collection pipeline. End-to-end custom data collection is a managed service that takes an AI data need from problem to owned dataset in a single accountable pipeline.
Catalog rows
| Catalog task | Catalog description | Skill | Capture setup | Status |
|---|---|---|---|---|
| Patch RJ45 cabling | Insert and route Ethernet patch cables cleanly. | Easy | Multiview rig + handheld grippers | Available on request |
| Insert SFP+ + fiber | Seat a transceiver and connect an LC fiber. | Medium | Multiview rig + handheld grippers | Available on request |
| Cable-comb dressing (nearby, context only) | Dress a cable bundle to uniform pitch with ties. | Easy | Multiview rig + handheld grippers | Available on request |
| Connect C13/C14 power (nearby, context only) | Seat power cables and locking clips. | Easy | Multiview rig + handheld grippers | Available on request |
Compared pages
| Page | Rows covered | Statuses as live | Capture and container treatment |
|---|---|---|---|
| This page: egocentric network patching and fiber transceiver data | Two core rows: "Patch RJ45 cabling" and "Insert SFP+ + fiber" | Both Available on request | Multiview rig + handheld grippers as the catalog lists it; stream map and failure modes for patching and transceiver steps; not a stereo page |
| Egocentric data center and IT hardware data | All twelve Data Center & IT Hardware Bench rows, including modules, rails and labels | All twelve Available on request | Broad egocentric treatment of the whole environment; patching is one task among twelve |
| Stereo data center rack and server hardware data | The same twelve rows | Available on request | Stereo pair and MCAP side; a stereo pair is agreed in the skill spec |
| Egocentric server hot-swap and component seating data | Five rows: drive caddy, PSU, fan, DIMM and PCIe card | All five Available on request | Multiview rig + handheld grippers as the catalog lists it; module swaps and seats, not network rows |
| Egocentric cable routing and wiring data | Fifteen cable, conductor and wiring rows across settings, including "Patch RJ45 cabling" | As the page lists them | Cable work across settings, including the head-mounted stereo rig for cable work; not a rack-side network page |
| Egocentric AV cable management and taping data | Two rows in the Event Venue environment | Both Ready to deploy | AV cable runs, ramps and gaffer tape; not network patching |
Streams and tasks
| Stream or label | Status on this site | What it carries in a patching or transceiver episode |
|---|---|---|
| Head and wrist RGB, depth | Stated; ten streams synced under 2 ms | Keeps the connector, the port and the hands on one timeline |
| 3D hand pose, per-joint visibility | Stated; two hands of 21 joints, with a visibility flag per joint | Carries how the fingers hold a cable or a module and which joints were hidden behind it |
| Contact and grasp events | Stated | Marks when a connector meets a port or a transceiver meets its cage |
| Action segments | Stated; frame-accurate | Separates the insert, route, seat and connect steps |
| Object labels | Set by your spec | Names the cables, ports and steps in the terms your policy uses |
| Force or tactile data | Glove tier stated; use on these rows Not stated | Added only if a spec includes the glove tier |
Quality gates
| Reject criterion | Status on this site | On patching and transceiver work |
|---|---|---|
| Manipulated object out of frame for more than 15 percent of the episode | Stated | Applies to every episode; how long a port stays hidden behind a hand is Not stated |
| More than 35 percent invalid depth pixels in the manipulation region | Stated | Applies to every episode; depth behaviour on rack hardware is Not stated |
| Sync breach beyond the ceiling for more than three consecutive frames | Stated | Applies to every episode |
| Calibration drift beyond tolerance | Stated | Applies to every episode |
| Undocumented bystander | Stated | Applies to every episode; the episode is rejected |
| Mismatch against the named skill spec | Stated | Checked against the task and steps your spec names |
| Blur or sharpness rule | Not stated | Set in the spec if your policy needs one |
What is not stated
| Item | Status on this site | Where it is settled |
|---|---|---|
| Cable types, lengths and connector counts | Not stated beyond the terms in the catalog rows | The written spec |
| Port, panel and transceiver counts, and facility types | Not stated | The written spec |
| Order and number of steps per task | Not stated | The written spec |
| Handling of cable labels, port labels and asset tags | Not stated | The written spec |
| Success or quality labels for a connected cable or seated transceiver | Not stated | The written spec, if needed |
| Number of sites or episodes | Not stated | The written spec |
| Throughput | Not stated | Quoted against your spec |
| Force or tactile data on these rows | Not stated | The written spec, if needed |
Formats
| Format | What the official documentation states | Used for here |
|---|---|---|
| RLDS | A dataset is retrieved as episodes, and each episode holds a dataset of steps (RLDS repository README) | Episode-based training loaders |
| LeRobot | LeRobotDataset v3.0 is a standardized format for robot learning data, including multi-camera video, with many episodes stored per Parquet or MP4 file (LeRobot documentation) | LeRobot dataset format and tooling |
| WebDataset | Tar files in which files that belong together share a basename, split into numbered shards (WebDataset README) | Sharded streaming for large training runs |
| HDF5 and zarr | Stated by Firsthand only | Array storage for custom pipelines |
| Rerun .rrd | Stated by Firsthand only | Multi-stream synchronized playback for review |
Example footage
One real clip already published on this site, shown as a format and rig example: a head-mounted first-person capture with hands in frame. It does not show patching a cable or seating a transceiver.
No network patching or fiber transceiver clip is published on the site, so this is labelled as a format and rig example. Request a sample to see delivered files. See stereo sample page, stereo + wrist-cam example videos, request an egocentric data sample.
FAQ
Sources
Tell us the patching and transceiver tasks, the sequence and the capture mode your policy needs. We will quote reach, timeline, and price against a written spec, with a first validated batch in a median of 48 hours where coverage is deep.