Coverage your headcount can't do
A two-person desk cannot read five hundred charts a day. Every session in the index is debriefed automatically, with notes pinned to the minutes that mattered. Exceptions are emailed and signed off by a human, and the logic stays as plain TypeScript in the workspace.
A filings desk from one conversation
Three prompts: get the filings, approve the model, build the app. Every annual and quarterly report AMC has filed since 2013 lands as entities carrying their EDGAR URLs, the schema pauses for a human, and the session ends with a working application on top of it.
Five exam PDFs into a study app
Five past papers, as PDFs, and nothing else. One pipeline extracts every question as a typed entity, keeps the image of the page it came from, and links it to the topic it covers. On top of the result sits an app that drills you by topic and tracks mastery. The run cost five cents.
Semantic search over 585 safety reports
Keyword search only returns reports that use your words. This returns reports that mean the same thing. Embeddings are a node in the pipeline, the vector is a property on the entity, the search is one function, and one checkbox hands it to the agent as a tool.
The storm that moves the stock
Nine rare-earth mines watched against live NWS warning zones. A query function scores every site × hazard pair against the operator's own tape and finds the one class that matters: winter. The analyst files the assessment and the decision back into the ontology, on camera.