ToolsHyperViewOpen source

HyperView documentation

Understand multimodal data as a workspace.

HyperView is an agent-native workbench for inspecting datasets, comparing representations, and sharing evidence. People and coding agents operate the same runtime-owned state through the UI, CLI, and API.

Quick start
$pip install hyperview && hyperview demo

Core concepts

One state, many ways to work.

HyperView keeps the product surface, command line, and agent interface aligned around the same workspace model.

Runtime-owned data

Datasets, embeddings, layouts, selections, panels, and jobs live in the workspace—not in a browser-only copy.

Composable panels

Inspect samples, maps, metrics, and purpose-built evidence together in one synchronized workspace.

Agent-native control

The CLI and API expose the same state that people see, so agents can discover, compose, and verify work.

Shareable Spaces

Package prepared evidence as a read-only Space, or connect a live runtime when new computation is required.

HyperView Spaces

Explore the workbench through real questions.

Each Space is a prepared, shareable HyperView artifact—not a screenshot or stripped-down mini app. Open one to inspect the complete read-only workspace.

HyperView workspace preview for ABO Catalog
Read-only

Product retrieval workbench

ABO Catalog

Catalog search

Does the model find the right product—not just a plausible category match?

Compare prepared text and image retrieval cases across two model spaces, with linked results and catalog topology.

Images · embeddings · ranked neighboursOpen
HyperView workspace preview for Precision Regions
Read-only

Region-level retrieval audit

Precision Regions

Region retrieval

Does the exact region reach the operator's first screen?

Inspect the source scene, boxed ground truth, and aligned Top 5 results over the same candidate pool.

Scenes · crops · prepared rankingsOpen
HyperView workspace preview for Fashion Products
Read-only

Typed product search audit

Fashion Products

Catalog search

Does the exact SKU reach the shopper's first screen?

Audit whether decisive product attributes survive multimodal retrieval, then inspect the result in catalog context.

Fashion images · text · catalog mapOpen
HyperView workspace preview for Logo Search
Read-only

Creative asset retrieval

Logo Search

Catalog search

Which existing logo best satisfies a detailed creative brief?

Compare prepared brief results, exact-asset ranks, and archive coverage without relying on manual folders or tags.

Logos · creative briefs · style mapOpen
HyperView workspace preview for GeoSpatial
Read-only

Remote-sensing archive QA

GeoSpatial

Archive QA

Do retrieved neighbours preserve land-use identity and avoid costly confusion?

Inspect exact and parent-class consistency while comparing how two model maps organize the same aerial archive.

Aerial imagery · neighbours · topologyOpen
HyperView workspace preview for Visual Safety
Read-only

Review-queue operating-point audit

Visual Safety

Trust & safety

Is one extra catch worth five false reviews and six more queue slots?

Compare a fixed review rule across two models and inspect the concrete gains, misses, and operating costs.

Images · proxy labels · review queuesOpen

Live runtime

Use your own data, models, and agents.

Static Spaces preserve prepared evidence. Connect a runtime to create datasets, run providers, recompute layouts, and keep agent actions in workspace state.

Run HyperView