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A "one-shot" is a single stateless model call that runs OUTSIDE any conversation: it never touches session history, never breaks prompt caching, and returns plain text. UI surfaces need this for small generative chores — a commit message from a diff, a rename suggestion, a summary — where an agent turn would pollute the thread and hand-rolling an LLM call at every call site would be worse. - `agent/oneshot.py`: `run_oneshot(...)` over the existing auxiliary-client plumbing (same path as title generation). Two call shapes: explicit instructions/input, or a registered `template` + `variables` (templates own the prompt engineering so it stays consistent across CLI/TUI/desktop). Ships a `commit_message` template. Model selection inherits the live session via `main_runtime`, else the configured aux `task` backend. - `tui_gateway/server.py`: `llm.oneshot` RPC (long-handler) inheriting the session's model when `session_id` resolves. Stateless by construction — no session mutation, cache untouched.