Use when each evaluation in a black-box search is costly (a training run, a simulation, a benchmark), you hold a trace of configurations already evaluated with their scores, and you are about to spend more budget on blind trial and error; it fits a checked…
Use when a task should be worked by a team of AutoGen agents (taking turns, picked by a model, or handing the task over) on a model the person passes in, with a message limit G6's trusted policy caps, every tool call decided by G6's gate, G6's stop checked…
Use when a multi-step workflow should run as a LangGraph graph that saves its state after every step under G6's state folder, so a run that is stopped, killed or fails resumes where it was without repeating finished steps, with every tool call decided by G6's…
Use when a task suits a smolagents agent, either calling declared tools or writing Python to work it out, on a model the person passes in, with every tool call decided by G6's gate and every code step held to a restricted syntax and run in a bounded child…
Use when an answer, a test expectation or code rests on a symbolic calculation (simplifying, factoring, solving an equation, a derivative, an integral, a limit, a series, a matrix's determinant, inverse or eigenvalues, or an integer's factors, primality or…
Use when an answer says one thing causes, drives or improves another, or estimates an effect from data, and you are about to choose which variables to control for, call an effect identifiable, or report a causal number from a correlation, a regression or your…
Use when code has a fixed shape with a few unknown parts (constants, a sign, a comparison, a choice between strings) and you are about to pick those parts by hand from a handful of examples, or to trust generated code because it passed the examples it was…
Use when drafting consistent Django model, view, URL, admin, form, serializer and settings source, then checking a complete project in the sandbox.