# Seven HAI Frontiers: 2026-11-13 KST search and QA audit ## Scope and repository Read current GitHub baseline Nov10, previous Nov12, evidence JSON, watch_state, _config.yml. Default branch actually confirmed master. Two existing HAI posts inspected; live homepage confirms agentic ai and foundation models. Previous Nov12 live article HTTP200 with expected title confirmed. Today post absent before creation. Original Nov10 blob 62fef19e85fd336539628a48b749b982f610606d preserved. ## Actual query batch Window 2025-01-01–2026-11-13; recency14 overlap. Original 35 source URLs re-fetched, not a full PDF review. Query strings: - LLM sycophancy overreliance uncertainty abstention November 2026 human AI paper - agent workflow control contestable interactive AI November 2026 paper - AI provenance contribution ownership synthetic interaction evaluation November 2026 paper - multi agent coordination role control November 2026 paper - "Silicon Samples Match the Answers but Not the Respondents" arxiv - "Contestable Agents for Data Governance" arxiv - "KnowSim" "CiteGuard" correction replication retraction 2026 - synthetic user simulation human AI evaluation paper November 12 2026 ## Disposition Three newly examined items N10–N12 predate today; not new first-publication events since yesterday. N10/N12 preprints, N11 formal journal. P07/P08 remain 2024 first-public background. N11 accompanying Sep29 experience report is related source material, not automatically the same version or an extra paper count. All prior evidence IDs and unresolved first-public/version caveats preserved. No newly verified official erratum/retraction/independent replication event within inspected material; no exhaustive no-event assertion. N10 HTML execution boundary, decision-quality limits and reproducibility sections inspected. N11 publisher methods/limitations/data-availability inspected: no full operational source or historical execution records; final scores refined against same Ground Truth. N12 direct web access failed initially; official abstract/version history recovered via public HTTP retrieval; body not reviewed. No full RCG equation or unpublished numeric effect inferred. Sources of technical claims are primary papers, official publishers and author sources. Secondary summaries and the user blog are not independent research evidence. HTTP200 alone is not full-body verification. P15 lacks citation metadata despite HTTP200; access level not upgraded. ## URL refresh log - P01 https://aclanthology.org/2025.findings-emnlp.121/ — 200 - P02 https://www.microsoft.com/en-us/research/publication/elephant-measuring-and-understanding-social-sycophancy-in-llms/ — 200 - P03 https://www.nature.com/articles/s41586-026-10410-0 — 200 - P04 https://ojs.aaai.org/index.php/AAAI/article/view/38798 — HTTP Error 403: Forbidden - P05 https://proceedings.mlr.press/v306/overman26b.html — 200 - P06 https://link.springer.com/article/10.1007/s11023-026-09783-y — 200 - P07 https://aclanthology.org/2025.tacl-1.26/ — 200 - P08 https://aclanthology.org/2025.findings-ijcnlp.9/ — 200 - P09 https://aclanthology.org/2026.emnlp-main.549/ — 200 - P10 https://arxiv.org/abs/2506.01662 — 200 - P11 https://arxiv.org/abs/2605.16041 — 200 - P12 https://aclanthology.org/2026.acl-long.282/ — 200 - P13 https://aclanthology.org/2026.groundlm-1.18/ — 200 - P14 https://arxiv.org/abs/2502.18357 — 200 - P15 https://www.sciencedirect.com/science/article/pii/S2949882126001349 — 200 - P16 https://aclanthology.org/2026.emnlp-main.1307/ — 200 - P17 https://aclanthology.org/2026.acl-long.2192/ — 200 - P18 https://aclanthology.org/2026.acl-long.2034/ — 200 - P19 https://proceedings.mlr.press/v306/chen26eg.html — 200 - P20 https://aclanthology.org/2025.acl-long.421/ — 200 - P21 https://aclanthology.org/2026.findings-acl.1698/ — 200 - P22 https://aclanthology.org/2026.acl-long.1294/ — 200 - P23 https://aclanthology.org/2026.findings-acl.1552/ — 200 - P24 https://link.springer.com/article/10.1007/s43681-026-01147-7 — 200 - P25 https://aclanthology.org/2026.findings-acl.1811/ — 200 - P26 https://aclanthology.org/2025.findings-acl.916/ — 200 - N01 https://arxiv.org/html/2611.06727v1 — 200 - N02 https://arxiv.org/abs/2611.11969 — 200 - N03 https://arxiv.org/abs/2611.03862 — 200 - N04 https://proceedings.mlr.press/v306/jiang26f.html — 200 - N05 https://www.nature.com/articles/s44488-026-00030-y — 200 - N06 https://arxiv.org/abs/2610.31579 — 200 - N07 https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1992462/full — 200 - N08 https://aclanthology.org/2026.emnlp-main.2058/ — 200 - N09 https://www.mdpi.com/2079-9292/15/21/5158 — 200 - N10 https://arxiv.org/abs/2611.10884 — 200 - N11 https://www.mdpi.com/2079-9292/15/21/5135 — 200 - N12 https://arxiv.org/abs/2610.30900 — 200 - home https://sungsoo.github.io/ — 200 - live12 https://sungsoo.github.io/2026/11/12/hai-seven-verifiable-research-frontiers-watch.html — 200 ## Editorial and QA Read current publisher SKILL and six mandatory references. Four CSS assets confirmed verbatim in standalone HTML; required font roles and fallbacks retained. Opening diagram family: comparison of technical and human-evidence paths, no claimed empirical causal relationship. Static SVG before prose/nav, prefixed accessibility IDs, local scrolling and min width1020 preserve14px labels. Four importance levels and matching metadata/legend; YAML byte1, English title, Korean prose, layout null, existing tags2, date check passed. 77 ordered perspective blocks, 38 evidence entries, anchor resolution, unique IDs, HTML nesting and SVG XML validated. No new model or statistical experiment executed. Full prose and proposals saved separately. Browser preview attempted separately; static QA does not assert desktop/mobile visual success. Publication commit and public URL/Pages build checked separately. State stores committed article SHA and pending deployment; previous deployment success separately recorded.