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New ask_stored_output tool: ask the utility model about a stored or truncated tool output and get verbatim excerpts, instead of re-reading the whole file.
Large exact-output commands (cat, sed -n, git show), documents and whole-file reads now go through extractive utility selection; the original is stored.
Stack traces, test output and HTML are reduced when the original is stored first.
Subagent results are compressed by the utility model; resume instructions are always kept.
Fixes
Output-reservation context overflows no longer end the turn on any model: the safety margin scales with the input, and a provider rejection lowers a learned per-route output cap and resubmits without compacting.