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Get Started Free →Delegate read-only investigation, debugging, audit, search, or code-understanding tasks to sub-agents; synthesize only from their structured reports.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-08 | ✓→✗ | ▼ Worse | -37% | 0% |
| case-15 | ✓→✗ | ▼ Worse | 70% | 0% |
| case-18 | ✓→✗ | ▼ Worse | 13% | 0% |
| case-20 | ✓→✗ | ▼ Worse | 159% | 0% |
Use for any read-only task: investigation, debugging, audit, search, code understanding, architecture comparison, failure analysis, or answering a repository-specific technical question.
two independent lenses for ambiguous or high-stakes questions.
claude_code, codex, opencode, cursor, hermes, agy, or pi:sys_session_send(agent="claude_code"|"codex"|"opencode"|"cursor"|"hermes"|"agy"|"pi", title="explore-<task_slug>", args={purpose: "explore", input: "<question + exact scope + evidence requested>"}). Use a task-based title such as explore-ci-flake, never the raw vendor name. Use purpose: "search" only when the task is primarily external/document search. Prefer pi when a third lens or a non-Claude/GPT model is wanted. Any worker takes an optional args.model (sys_list_models shows what each worker can run; an invalid model/worker combination fails loud at dispatch, and model only applies on the dispatch that CREATES the session — a send that continues an existing title rejects it). Tell the worker to edit nothing and return file, command, URL, or line evidence. Emit these sys_session_send calls in the SAME turn — do not end a turn having only said you will dispatch.
Do not inspect files, logs, terminals, docs, or connector output yourself while the workers run.
sys_read_inbox. Synthesize only from those inbox-delivered reports. Use sys_session_get_history only to debug an empty or unclear worker result; if reports conflict or are incomplete, dispatch a follow-up explore task rather than resolving the conflict from your own direct inspection.
fanout /cross-review: dispatch an implement worker, then verify with the opposite-vendor review worker.
the registry, or check deterministic external status. It must not answer the user's substantive question from its own direct file reads, shell output, connector fetches, or terminal scrollback.
with evidence. Broad investigations should be split into parallel subtasks.
Other measured skills in the registry, with their headline benchmark lift.