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Provider model context windows now feed the composer-level context indicator, so users can see current usage without opening slash panels. The indicator refreshes when the session runtime model changes, keeps a stable loading placeholder, and marks estimate fallback data during reconnect or compaction windows. Constraint: The desktop UI must use the real session inspection API and session-scoped runtime selection instead of mocked or static context values. Rejected: Keep context details only in /context or /status | the user explicitly wanted an always-visible composer indicator. Rejected: Reuse stale context after model switches | different provider windows make identical percentages misleading. Confidence: high Scope-risk: moderate Directive: Do not remove the runtimeSelectionKey refresh path without real multi-provider browser verification. Tested: cd desktop && bun run test -- pages.test.tsx Tested: bun run check:desktop Tested: KEEP_ARTIFACTS=1 desktop/scripts/e2e-context-usage-live-agent-browser.sh Not-tested: Live browser E2E with every configured provider in the committed script; separate agent-browser sweep verified four providers locally.