# Seven HAI Frontiers: 2026-11-14 KST Search and QA Audit ## Scope and repository Read baseline Nov10, previous Nov13, current evidence JSON, watch_state, _config through connected GitHub. Actual default master confirmed. Two HAI posts inspected. Live home contains both existing tags agentic ai and foundation models. Nov13 public URL HTTP200 with expected title confirmed. Today requested path returned404 before creation. Baseline blob 62fef19e85fd336539628a48b749b982f610606d preserved. ## Actual searches 2025-01-01–2026-11-14, plus last14days recency overlap for primary discovery queries. Existing38 URLs refreshed. Search coverage not exhaustive. - LLM sycophancy human overreliance uncertainty abstention November 2026 research - agent workflow control contestable AI November 2026 paper - AI provenance contribution ownership synthetic users November 2026 paper - multi agent coordination November 2026 role contract control paper - synthetic user interaction evaluation November 2026 paper human validation - contestable interactive AI paper November 2026 - "KnowSim" "correction" OR "erratum" - "CiteGuard" "replication" OR "retraction" ## Evidence disposition 41 records = baseline26 +15 additions across runs; not41 verified first-public-in-window studies. P07/P08 background firstpublic2024. Some firstpublic dates remain untraced. Today N13/N14/N15 are newly examined formal proceedings, not newly accepted or first announced today. No new official correction/retraction/independent replication event verified within inspected sources. This is not an exhaustive no-event finding. N13–N15 official abstracts, author lists, proceedings, dates by month, page ranges and metadata verified. Full PDFs, appendices, exact implementation, dataset release and licenses not verified. New numbers are authors reported in abstracts, not independently reproduced. Primary paper content used; user blog and secondary synthetic reviews are not independent evidence. Previously unresolved P12/N04 same-name CiteGuard papers, P16 formal8 vs preprint/project9, P07/P08 firstpublic boundary preserved. A third unrelated retraction-checking tool named citeguard appeared in search; it is not evidence of a correction or replication of either paper. ## 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 - N13 https://aclanthology.org/2026.findings-emnlp.1208/ — 200 - N14 https://aclanthology.org/2026.aacl-long.12/ — 200 - N15 https://aclanthology.org/2026.findings-aacl.222/ — 200 - home https://sungsoo.github.io/ — 200 - live13 https://sungsoo.github.io/2026/11/13/hai-seven-verifiable-research-frontiers-watch.html — 200 ## Editorial and QA Current publisher SKILL plus all six mandatory references read. Complete four CSS files verified verbatim; font roles/fallbacks retained. Opening figure is a conceptual comparison of technical and human evidence paths, not an empirical causal model. Static inline SVG follows hero and precedes abstract/nav. Local scroll/minwidth1020, prefixed accessibility IDs, highlight importance semantics and metadata checked. English title/Korean prose; YAML byte1; layoutnull; date2026-11-14; two verified tags. 77 ordered perspective sections and41 unique title/ID entries. Full analysis and proposal text preserved in separate files. HTML nesting, SVG XML, internal anchors, uniqueIDs, highlight metadata and no-JavaScript source checked. qa.json records static results and visual limit. Browser preview attempted; a failed Chromium launch is not a visual pass. No experiments executed. CPU/MPS proposals use public dataset candidates subject to license/download/schema validation. No full-paper or hardware reproduction claimed. Repository write success, public HTTP, and Pages deployment checked separately.