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* fix(skills): activate a slash skill once per run, not per model call SkillActivationMiddleware injects the activation reminder for a slash command via request.override(messages=...), which LangChain's create_agent uses for a single model call and never writes back to graph state. The dedup guard scans request.messages for a prior reminder, but model_node rebuilds request.messages fresh from persisted state on every tool-loop step, so the reminder is never present on the 2nd..Nth model call of a turn. Every model call therefore re-parsed the command, re-read SKILL.md from disk, re-injected the multi-KB body, and re-recorded an "activate" audit event, despite the code intending a single activation per run (#3861 semantics: one activation call, many follow-up model calls). Key the dedup off the run context instead, which LangGraph threads through every model-node call of a run (the same durable signal the request-scoped secret source already uses). The activation call records the slash message's identity in context; later calls for the same message skip re-activation. A new user slash message keys differently and still activates. Secret binding is unaffected: it already re-resolves from the persisted slash source on every call. Adds regression tests that rebuild the real multi-call turn state and assert a single activation across the tool loop, plus a test proving a new slash command still activates. * fix(skills): address review nits on run-scoped activation dedup - Extract _already_activated(run_context, run_key) so the dedup check mirrors the existing _has_existing_activation_for_target sibling instead of an inline dense conditional. - Compute _activation_run_key() once in _find_activation_target and thread it through _prepare_model_request instead of recomputing it at the write site, making the "same key for check and write" invariant explicit in the code rather than implicit. - Document why the run-context write is an overwrite rather than an append/set: only the latest real user message is ever considered an activation target, so there is nothing earlier in the run worth preserving. - Add a regression test locking in the degraded-path contract: when runtime.context is None, the middleware still activates per-call instead of crashing or wrongly no-op'ing.