Choose the job first

Every path begins with familiar work and ends with candidates you can test. No model vocabulary is required.

Draft, rewrite, summarize, translate, or shape language for a real audience.

Produce a dated brief whose factual claims can be traced to sources.

Compare alternatives, test assumptions, and expose uncertainty before choosing.

Generate, explain, refactor, debug, or review code with executable tests.

Inspect tables, calculate results, explain patterns, and preserve reproducibility.

Turn forms, PDFs, messages, or images into a validated schema.

Label, prioritize, moderate, or route high-volume inputs with review paths.

Retrieve relevant passages before generation rather than pasting an entire corpus.

Read diagrams, screenshots, scans, tables, or mixed-media documents.

Produce and revise raster imagery with deliberate composition and review.

Create short video from text or image direction and evaluate temporal coherence.

Transcribe files or support a real-time voice interaction with known limits.

Combine a model with tools, state, deterministic steps, approvals, and people.