ai

Apply the Systems Thinking workflow from AGENTS.md when a task may be misframed, under-specified, or tangled with adjacent concerns.

Test hypotheses through experiments and disposable tools.

Research the workspace for a topic. Report patterns in the corpus.

Open the files, directories, and links relevant to the current context.

Iteratively improve writing.

Design or refine software architecture.

Delegate task(s) to background sub-agent(s).

Iteratively simplify code, contracts, and data flow.

Take a break when stuck in a loop or repeatedly failing. Reset and come back fresh.

-