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## Why Audio attachments could be dropped from tool outputs and reconstructed thread history, while inline base64 payload size could overstate their model context cost. ## What changed - Preserve remote and local audio attachments in legacy user-message events and thread history. - Keep audio from function and custom tool outputs when the model supports it and the output fits the truncation budget; otherwise replace it with an omission marker. - Estimate inline audio cost from its duration, with a serialized-size fallback for malformed or unsupported data URLs, so compaction and truncation use model-visible cost instead of raw base64 size. - Replace audio in messages and tool outputs with an explanatory placeholder for models without audio input support. ## Testing Add coverage for history round trips, dynamic tool responses, modality filtering, duration-based context estimates, output-budget truncation, and remote compaction. GitOrigin-RevId: 5ed4628850a668f8383b7cd73db71b144cc02cd1