What are you trying to do?

Pick the job, then the constraint you can't move: speed, the hardware you own, the size of the input, the license. Each page starts from today's data and says where every number came from.

Twelve jobs in six groups; four have the new job page so far. Picks are rules with a stated floor, not verdicts. Data observed 2026-10-25 06:54 UTC.

Jobs, by group

Speed

Low latency and realtime

Answer before the user notices: voice agents, autocomplete and live UI, where the first token has to arrive in a few hundred milliseconds.

Job page with picks by constraint

Starts with Qwen3-4B-Thinking-2507 · 20 fit

Where it runs

On-device and laptop

Run it on a phone, a 16 GB laptop or a 64 GB Mac, with no server in the loop.

Job page with picks by constraint

Starts with Qwen3-14B · 267 fit

Size of input

Search and RAG

Find the right passage first: embeddings to retrieve, rerankers to put the best on top.

53 fit

Doing things

Coding agents

Write, fix and review code with an agent in the loop.

Job page with picks by constraint

Starts with MiniMax-M2.5 · 42 fit · 24 measured

Doing things

Tool-calling agents

Call functions and APIs reliably, from one tool call to a browser agent.

284 fit · 21 measured

Seeing

Vision

Read screenshots, charts and photos and answer questions about them.

190 fit

Seeing

OCR and forms to JSON

Turn scans, forms and tables into structured JSON.

Job page with picks by constraint

Starts with DeepSeek-V4.1-Flash · 74 fit

Deciding

Classify and route

Sort intents, tickets and documents into typed decisions.

66 fit

By industry

Thin pages that bundle the three or four jobs an industry hires models for, with its constraints (data residency, license gates, an audit trail) as filters. Drafts, under review.

  • Legal Contracts, filings and discovery: long documents, scanned exhibits and strict rules about where the text goes.
  • Healthcare Clinical notes, intake forms and claims: patient data that usually has to stay on hardware you control.
  • Finance Statements, invoices and filings at volume, where cost per page and a reviewable trail both matter.
  • Customer support Tickets, chats and calls: fast replies, the right tool call, and nothing unsafe reaching a customer.
  • Software teams Coding agents, code review and internal tools, often with a rule that source code stays in-house.