# Round 2: assess the concrete revised manuscript

Continue the same isolated review. The user keeps the existing experiment campaign for the first RA-L submission and requests iterative narrative revision plus self-review. Read the concrete v1 replacement manuscript, not just the executor's summary:
- /Users/weixisitu/Documents/yao_paper/ral_revision_2026-10-14/iterations/RAL_REWRITE_EN_v1.md
- /Users/weixisitu/Documents/yao_paper/ral_revision_2026-10-14/iterations/RAL_REVISION_REPORT_ZH_v1.md
Original manuscript, original reviews, three arXiv papers, and your round-1 review remain available at the same paths.

Responses to your round-1 findings:
- Accepted: narrow empirical/system contribution; explicit prior art; separate branch and external-baseline comparisons; remove causal uncertainty, safety, interaction and generalization overclaims; preserve AUTHOR CHECK items rather than fabricate code confirmation; revise reward naming and report control conversion.
- I did not adopt a 'full-state observation' label for Fig.5: the original says sensing range is still finite, with only within-range pedestrian occlusion toggled. The draft uses 'without within-range occlusion' versus 'with within-range occlusion'. Please verify.
- I did not assert that q(z|history) is mathematically invalid solely because it omits target G: such a restricted variational family can still give a lower bound. The draft avoids an unverified generative model and uses the operational reconstruction-plus-KL objective. Check the nuance.
- I did not infer an exact count or one training seed from rounded proportions or missing seed metadata. Please check the revised statistics language.
- An additional main-agent audit found a possible physical/metric inconsistency: original claimed 1 m/s max speed, but Ours mean path / mean time = 22.05 / 15.80 = 1.396 m/s, both claimed conditional on successful episodes. DS-RNN is 31.43 / 21.43 = 1.467. If speed and path use Euclidean norms and the averaging set is the same, Lbar <= vmax*Tbar must hold. Definitions may resolve it; no code confirmation is available. Please independently check and assess how prominently it needs to be flagged.

Please return:
1. Which round-1 writing problems are actually fixed by this text; which author checks or evidence limitations remain. Do not treat notes or promises as fixes already performed.
2. Any new unsupported claim or factual/mathematical error introduced by the draft, including any misleading use of the three references.
3. 3-6 precise changes that would make the abstract/introduction/contribution clearer and more persuasive within the same evidence boundary; do not optimize for a desired positive review.
4. A final mock RA-L assessment of this working draft. Distinguish reviewable editorial improvement from submission readiness. No acceptance probabilities.

One bounded follow-up review is enough if no further material issue warrants another round. Do not spawn agents or recursively invoke skills. Save the full final review to:
/Users/weixisitu/Documents/yao_paper/ral_revision_2026-10-14/.aris/traces/research-review/2026-10-14_run01/002-round-2-review.response.md
Return a short notification and key findings. Do not edit the primary manuscript or the concrete rewrite.