agustif

Effect v4 implementation and migration guidance for current Effect APIs. Use when writing or reviewing code that depends on Effect v4, migrating v3-style APIs (Context.Tag, Effect.Service, FiberRef, catchAll/catchSome, fork/forkDaemon), debugging service/layer wiring, or validating compatibility with effect-smol/effect@4.0.0-beta.x.

Set up and run an autonomous experiment loop for any optimization target. Gathers what to optimize, then starts the loop immediately. Use when asked to "run autoresearch", "optimize X in a loop", "set up autoresearch for X", or "start experiments".