Start from the problem, not the supply line.

Nobody arrives needing egocentric capture. They arrive needing a manipulation policy that does not collapse on an unfamiliar tool, or a speech model that survives code-switched Pidgin. These are the same seven lines, indexed by the problem instead of the method.

A market quarter from above, roofs and umbrellas to the horizon

A barber cutting hair at a stand on the roadside

Speech and voice teamsLive

ASR and speech for languages the benchmarks skip

Word error rates in this corridor are not a modelling problem. They are a data problem, and the data was never collected.

ASRDiarisationCode-switchingTTSVoiceChannel-separated

A street food seller at her stand, black and white

Frontier and post-training teamsLive

Post-training and evaluation outside the crawl

The web is not a sample of the world. For this corridor it is a sample of what got typed in English by people with a connection — and a model trained on it inherits that gap as confidence.

Post-trainingEvaluationMultilingualReasoning tracesSublicensableWarranted title

A welder at work on a kerb, a burst of sparks off the weld

Robotics and embodied teamsLive

First-person work, including the part where it goes wrong

Manipulation policies generalise from the variety of hands, tools and failures they have seen. The open egocentric corpora are a fixed process in an industrial interior, filmed until it works.

EgocentricManipulationFailure eventsMulti-viewContext layerCollected to brief

Ikoyi from the air, rooftops and towers running to the lagoon

Document AI and records teamsBy mandate

Documents as they are actually filed

An extraction model that has only seen clean templates has not seen this corridor's paperwork — the stamp over the field, the third-generation photocopy, the form filled in two hands.

OCRExtractionIDPDe-identifiedBy mandateInstitution-held

A solution is marked live only where a line behind it holds cleared material. Nothing sourced to mandate is presented as inventory.