Restructure local-evidence manuscript and record analysis controls

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Xin Wang
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This is an internal execution checklist. It is not part of the submitted PDF.
## Current priority override (2026-09-17)
Use the [local-evidence structure decision](../../docs/manuscript_local_evidence_structure_2026-09-17.md)
for the current draft. The older semantic/person-grounded checklist below is
a conditional extension, not authorization to describe it as implemented or
a prerequisite for this narrower activity-anticipation study.
- [x] Separate model architecture from streaming inference architecture.
- [x] Describe actual G+A fusion, optional pooled vision, and observed-tail
recomputation; retain only one displayed method equation.
- [x] Move the provisional LLM annotation protocol/workload outside the paper
body without relabeling it as human ground truth.
- [x] Reserve local-evidence, streaming/context, and combined error/qualitative
analysis slots; record pending experiments without LoRA expansion in the
[dated log](../../docs/local_evidence_analysis_experiment_log_2026-09-17.md).
- [ ] Complete a training-side-frozen A/G/G+A matrix with three seeds and common
causal-valid pairs; audit capacity and distinguish their history ranges.
- [ ] Evaluate optional vision on/off before retaining a visual-gain claim.
- [ ] Complete tail refresh x local-audio four-group comparison with enabled
local audio fixed at 5 Hz; report phase strata and same-decomposition replay.
- [ ] Re-extract/train the predeclared 4/8/16-s context-cap controls; add G at
each cap before claiming local fusion reduces context sensitivity.
- [ ] Add a predicted-current-activity persistence reference and capacity/recency
controls; do not supply GT activity as model input.
- [ ] Report scene-level activity-error counts and fixed-horizon timelines,
including a shared failure; semantic negatives cannot override raw labels.
- [ ] Report dense AP/mAP and conditional endpoint onset/offset AP separately,
including denominators, per-session results, and limits of the three-session
official test. Do not claim one-event-one-vote detection.
- [ ] Measure full extraction latency/memory before claiming real-time FPS.
- [ ] Run paired G/GA backbone-transfer controls for Qwen Omni 3B/7B and
MiniCPM-o 4.5 with the same local A; report within-backbone deltas and audit
readout, dimensions, refresh, and actual history. MiniCPM 5-Hz rows require
GPU tail/cache/causality verification; native 1-Hz pilots need Qwen 1-Hz
controls and cannot substitute for matched 5-Hz rows. The dated log overrides
the older cache-diagnostic-only scope below, not its safety checks.
- [ ] Acknowledge that already viewed Sessions 1--3 results are exploratory;
additional seeds do not create a fresh independent test.
- [ ] Resolve all TODOs, retain only supported mechanisms, and check the
four-technical-page limit, author kit, and IEEE AI-drafting disclosure.
## Reviewer verdict and frozen paper shape
The potentially publishable question is: **can a general-purpose Omni readout