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Context preparation previously deducted retired model input/output reserve values and could reintroduce a 4096-token output cap. This PR makes runtime capacity depend on the combined context window and output capability, omits completion output-length fields, and moves normal maintenance to accepted response/closed tool-step boundaries.
Next input estimates use the previous actual prompt usage plus the local payload delta. Default maintenance headroom is min(20% of the combined window, 20,000 tokens), with a 2x headroom target. Legacy profile/storage fields remain readable for the later cleanup PR.
Validation: 2,172 unique local UT passed, plus 30 fixed D3 parameter variants over the actual SDK/CoreAgent and an owned HTTP/SSE provider. Strict formal-asset validation, copyright checks and diff checks passed.
Delivery status: product implementation is committed locally as 37f34301f8aade075628f856601bf6fb55e55509 and has NOT been pushed. This remote draft currently contains the empty bootstrap only. Required nexent-test dev/real-model/Phoenix and final container acceptance are blocked by Multipass snap-confine missing cap_dac_override. The standard formal worker also rejects test-home inside the checkout, conflicting with the workspace artifact-location rule; direct case pytest passed, worker receipt remains blocked. No final acceptance or CI pass is claimed.