yoi/.yoi/tickets/00001KT08KM40/resolution.md

Merged and completed.

Implementation:

• Merged branch prompt-occupancy-token-estimator into develop with merge: prompt occupancy estimator.
• llm-worker token counter extrapolation now keeps exact measured prompt occupancy authoritative and no longer extrapolates one-measurement growth via total_input_tokens / history_bytes.
• Extrapolation past the latest measurement uses a measured incremental span rate when available; otherwise it adds a conservative byte fallback for the unmeasured delta.
• Added pod interceptor regression coverage for the fresh-session / one-measurement overestimation case.

Validation after merge:

• cargo test -p llm-worker token_counter passed.
• cargo test -p pod pre_llm_request_does_not_yield_from_single_measurement_history_rate_projection passed.
• ./tickets.sh doctor passed.

Review:

• External reviewer approved with no blockers.