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Align native context management with the Claude Code / Codex model: entry-capped tool results, history frozen below the threshold, one high-quality summary at the wall — instead of the old pipeline that microcompacted old messages from 60% usage and hid everything past 40 messages behind a snip marker with no summary. - context pipeline: history below the hard threshold is never rewritten (model quality and prompt-cache prefixes depend on byte-identical old messages); the 60% tool-aware microcompact and the 40-message history snip move to an emergency-only fallback used under overflow pressure when the summarizer is unavailable or circuit-broken. - durable compaction (was a stub): at usage >= context_guard.hard_threshold (now 0.90, soft_threshold removed) the old span is folded into a 9-section summary via the new HistoryCompactor.summarize_runtime_history, keeping the system head, the seed user request verbatim on every round (injected session-memory/artifact messages shift the stale base_prefix_len, so the fold start is structure-aware), and a pairing-safe recent tail. A previous summary stays foldable, so exactly one summary exists at a time and rounds chain. - token accounting anchors on the provider-reported prompt size of the latest request (max with the local estimate). - reactive_compaction.circuit_breaker_failures (previously unread) now stops repeated summarizer failures; provider overflow errors retry through the same pipeline, summary-first. - tool-result budget clip keeps head and tail instead of tail-chopping. - chat-side transcripts get the same treatment: new MemoryManager.maybe_compact_session_history wires the threshold-gated maybe_compact_session into secretary, office_ui dispatcher, and context_loader before prompt building, closing the unbounded-growth path; dead no-op compactor entries (maybe_compact_after_message, should_compact_prompt) removed. Verified by 13 new tests (history sanctity below threshold, multi-round single-summary/seed-verbatim/chain invariants, breaker, emergency fallback, provider-overflow end-to-end recovery) plus a live-provider probe: multi-round compaction with the model completing correctly from summarized context. Full suite: 1859 passed. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>