— Teleoperations
Teleoperation data for continuous robot learning.
dexset supports teleoperation workflows that help robotics teams collect operator data, capture deployment edge cases, and improve models after real-world rollout.
— The Data Loop
Every intervention is a training signal.
Teleoperation is not only an operational backup. It is a data loop. Each time an operator takes over, that moment captures exactly where the model fell short — and what the correct behavior looks like.
Session TEL_2024 · 24 interventions · 23 new edge cases
Remote & on-site operation
Support for remote piloting and in-environment operation, with synchronized capture of operator inputs and outcomes.
Edge-case capture
Flag, store, and structure intervention moments so the rarest scenarios become your most valuable training data.
Human-in-the-loop learning
Feed operator corrections back into fine-tuning sets to close the gap between this model version and the next.
— Compliance & Trust
Compliant by design, across every dataset.
From first consent form to final delivery, dexset workflows are built to meet data protection, security, and labor standards across the regions where we capture and the regions where our customers operate.
Informed consent
Every participant is briefed and signs a release before capture begins. Consent records attach to each clip, and withdrawal requests are honored across all delivered versions.
Privacy protection
Face blurring, anonymization, and exclusion zones are applied wherever required. We minimize personal data by design and never collect more than the task brief demands.
Data security
Footage is encrypted in transit and at rest, with role-based access controls, signed delivery URLs, and per-recipient transfer records on every dataset.
Regional compliance
Capture and delivery workflows are designed to align with GDPR and UK GDPR, CCPA/CPRA, PIPL, APPI, and LGPD requirements, with regional data-residency options where needed.
Traceability & audit
Source, consent, capture, environment, and annotation records persist for every dataset, supporting audits that run from raw footage to the exported training file.
Responsible sourcing
Capture operators, demonstrators, and annotators are fairly paid and work under documented, safe conditions — quality data should never come from exploitative labor.
— What Teams Say
Trusted by robotics teams.
★★★★★
“Their teleoperation intervention capture turned our deployment into a data source. Every takeover now feeds the next training run.”
Jonas Weber
CTO, Independent Robotics Vendor
★★★★★
“dexset captured 400 hours of bin-picking demonstrations across three warehouses. The failure taxonomy alone cut our triage time in half.”
Lena Ortiz
Head of Robot Learning, AI Robotics Company
★★★★★
“Coverage scoring meant we knew exactly what variation we were missing before training, not after burning a GPU budget on it.”
Sofia Almeida
Perception Engineer, AI Robotics Company
— FAQ
Frequently asked questions.
Why does teleoperation matter for training data?
Every operator intervention marks a moment the model failed and shows the correct behavior in the same context. Captured and structured, these interventions become paired failure-and-recovery examples — the highest-value fine-tuning data a deployed system can generate.
Do you support both remote and on-site operation?
Yes. We support remote piloting setups and in-environment operation, with synchronized recording of operator inputs, robot state, and camera views so each session is fully reconstructable as training data.
What is captured during a teleoperation session?
State-action pairs, intervention events, new edge cases, multi-view video, and session metadata — operator, timing, and environment. The teleoperation dashboard tracks interventions and newly discovered edge cases per session.
How quickly can intervention data reach our training pipeline?
Intervention clips enter the same annotation and quality pipeline as planned captures. For active deployments, structured intervention batches can be delivered on a weekly cadence so each fine-tuning round includes the latest edge cases.