Игры в профессию · A-events · события 2020–2026

События как стресс-тест рамки

171+ событий с датой, источником и уровнем доказательств. Не «академические источники», а сигналы реального мира на 4 актора, 10 dimensions, 4 страны. Слой к статье A — Четыре актора, три времени.

Версия: 0.3 Машиночитаемый источник: profgames_ai_signals_v0_3.jsonl 171 сигналов, 2020–2026

Что внутри

Семь связанных инфографик и фильтруемый каталог. Каждое событие имеет точную дату, primary URL, уровень доказательств A/B/C/D и привязку к одному из 10 измерений мобильности. Точки на графиках кликабельны — карточка открывается поверх графика.

171
всего сигналов
67
2025–2026
91
2023–2024
13
2020–2022
97
A — primary

Что событийный слой добавляет к статье A

1. Стрела времени и паттерн отката

Все 171 сигналов на 4 дорожки по типу носителя. Ось времени нелинейная: 2020-2022 сжаты (события редкие), 2025-2026 растянуты (плотный поток). Мелкие фоновые точки — каждое событие; крупные точки с обводкой — кураторские якоря. Дуги связывают первоначальное AI-заявление с последующим откатом (Klarna, HireVue, Duolingo), уточнением (IBM) или эскалацией (Salesforce). Отдельная геометрия — split: один вопрос, два разнонаправленных решения. Сейчас два split-узла: federal courts о fair use AI training (Bartz/Anthropic vs Kadrey/Meta, июнь 2025) и state-level AI laws (Texas TRAIGA подписан / Virginia high-risk AI vetoed, весна 2025). Тонкая скоба внизу lane 0 — кластер «detection wars (2023)», 9 событий одного микро-нарратива от январского запуска OpenAI Classifier до августовского отключения Turnitin в Vanderbilt. Кликните по точке — карточка события откроется поверх графика.

прелюдия (плотность ниже)ускорениеплотный поток2020202120222023202420252026Корпоративные действияОткаты и пересмотрыДанные / измеренияРегуляторика / судыKlarnaIBMDuolingoSalesforceHireVuefair use ↑ (legally acquired)piracy ↓ (unresolved)Fair use AI trainingTX подписан (TRAIGA)VA ветирован (high-risk AI)State AI governancedetection wars (2023)evidence:ABCDдуги:откатуточнениеэскалацияsplit

Пары: исходное заявление → реальный исход

Klarna откат
Февраль 2024: AI заменил «сотни» агентов поддержки → май 2025: компания снова нанимает людей, AI-first отозван
IBM уточнение
Май 2023: прогноз «7 800 заменяемых» → май 2025: реальность — пара сотен HR-ролей, общий headcount вырос за счёт инженеров
Duolingo откат
Январь 2024: сокращение контракторов + апрель 2025 «AI-first» → август 2025: CEO уточняет, что full-time увольнений не предполагается
Salesforce эскалация
Февраль 2025: «инженеров не нанимаем из-за AI» → сентябрь 2025: 4 000 ролей поддержки сокращены, ссылаясь на Agentforce — AI-атрибуция эскалирует, не отступает
HireVue откат
2018-2019: HireVue продвигает facial-expression analysis в AI-видеоинтервью → январь 2021: компания убирает facial из своего продукта после критики и аудита

Split-решения: один вопрос, разные исходы

Fair use AI training split
Можно ли тренировать LLM на чужих текстах? — Два федеральных решения за два дня июня 2025: Bartz v. Anthropic (Alsup, 23 июня) и Kadrey v. Meta (Chhabria, 25 июня). Оба: training на лицензированных/купленных текстах — fair use. Оба: training на pirated текстах — отдельный вопрос, который суд не закрывает. Это не walkback, это «split»: одни обстоятельства приводят к одному выводу, другие — к другому. Право начинает разделять training-data на классы по легальности приобретения.
fair use ↑ (legally acquired) piracy ↓ (unresolved)
State AI governance split
Принимать ли широкое state-level AI законодательство? — Два штата, противоположные исходы за три месяца 2025. Virginia (24 марта): губернатор ветирует bill, который должен был покрывать high-risk AI в найме, кредите, жилье. Texas (22 июня): губернатор подписывает Responsible AI Governance Act, создающий broad compliance-обязательства. Это не «штат A против штата B» — это структурный сигнал, что федеральная картина AI-regulation формируется через расщепление: одни юрисдикции выбирают active state intervention, другие — laissez-faire. Любая компания с операциями в нескольких штатах теперь живёт под несколькими режимами одновременно.
TX подписан (TRAIGA) VA ветирован (high-risk AI)

2. Тренды и события, которые их объясняют

Семь связанных сюжетов из статьи A на одной шкале. Каждый — линия эмпирического тренда плюс events из event-слоя, которые этот тренд частично объясняют. Линии нормированы по-разному (junior squeeze к baseline=100, communication compression к 100, петля имитации в долях процентов, healthcare retreat и провенанс-стек — кумулятивный счёт). Последний сюжет (2.7) — расширенная история detection wars 2023-2025: три параллельные линии — adoption, провалы и школьные политики — показывают, как детекция как класс инструментов проиграла гонку за провенанс. Кликните по точке-якорю — переход к карточке.

Сюжеты 2.3, 2.5, 2.6, 2.7 — связанные. Это петля имитации в трёх плоскостях: на рынке труда (ATS vs ChatGPT-резюме), в школе/университете (ChatGPT-homework vs blue book), в производстве цифрового контента (training на чужом vs C2PA + watermark). Везде один паттерн: AI используют обе стороны → провенанс схлопывается → институции и технологии параллельно пытаются его восстановить. Detection wars (2.7) показывает, что детекция — первый и самый прямой ответ — оказалась структурно неработающей, и это именно поэтому остальные ответы (institutional, technical, legal) такие разнообразные.

2.1. Воронка джунов сжимается на глазах

Stanford payroll (junior 22-25 в AI-exposed): −16% за два года. AI Index (software dev 22-25): −20%. WEF/Revelio (entry-level вакансии): −35%. Менеджеры (Live Data Tech): −7%. Скорость падения отличается по линиям, но нет линии, которая бы росла.

Junior 22–25 в AI-exposed профессиях (US)
Stanford Digital Economy Lab payroll (A)
Software dev 22–25 (US)
AI Index 2026 (A)
Entry-level вакансии (глобально)
WEF / Revelio Labs (B)
Менеджеры (US, 2022→2025)
Live Data Tech / WSJ (B)
6069788796105базовая = 100202220232024202520262027−16−20−35−7

2.2. Коммуникация и контрактники: волна, потом частичный откат, снова сжатие

Customer-service / support роли (синтетический индекс): резкое заявление Klarna в 2024 → откат в 2025 → эскалация Salesforce/Oracle в 2025-26. Translator / writer контрактники: Duolingo cuts 2024 → AI-first 2025 → отзыв CEO в 2025 году. Линия не монотонна — это как раз сюжет отката в численном виде.

Customer-service / support роли (индекс)
Корпоративные раскрытия Klarna, IBM, Salesforce, Oracle (B/C)
Contractor / translator / writer роли
Duolingo, Upwork категории (B/C)
7077849198105базовая = 10020232024202520262027−18−22

2.3. Петля имитации: AI с обеих сторон, провенанс схлопывается

Две параллельно растущие линии: работодатели подключают AI к скринингу (51% → 80% за 2,5 года), кандидаты — к подготовке резюме (35% → 74%). Когда обе стороны делегируют когнитивную работу одной и той же модели, отбор перестаёт быть отбором по качеству и становится отбором по совпадению инструментов (см. Self-preference paper, 23-60% преимущество). Третья зелёная линия — кумулятивное противодействие (×10 для масштаба): Mobley, Eightfold class action, требование персонализации, Mercor breach, NYC LL144 audit. Аналог школьной динамики: ученик пишет ИИ, учитель проверяет ИИ — следующий шаг — возврат к тетрадкам.

Доля компаний, использующих AI в найме (US)
ResumeBuilder, Resume Now, Insight Global, Truffle (B)
Доля кандидатов, использующих AI для резюме (US)
Resume Now, Resume Genius, ResumeBuilder GenAI Effects (B)
Кумулятивное противодействие ×10 (legal / research / rejection)
Mobley, Self-Preference, Resume Now, NYC LL144 audit, Eightfold, Mercor, Illinois (A/B)
020406080100базовая = 020202021202220232024202520262027петля имитации8074110

2.4. L4-сопротивление: клиники, лицензионные советы, защита детей

L4 (политическое и доверенное посредничество) — самый медленный, но и самый системный ответ на AI. UnitedHealth nH-Predict иск 2023, Texas PIECES settlement 2024, Utah suspension call 2026, GUARD Act 2026. Это та самая «регуляторика как ограничитель сжатия снизу» из матрицы посредничества.

Кумулятивные L4-вмешательства в клинические / детские контексты
State AGs, licensing boards, US Senate (A/B)
0123456базовая = 0202320242025202620274

2.5. Параллель: школа — ученик пишет ИИ, учитель проверяет ИИ, возвращаются тетрадки

Тот же сюжет петли имитации, но в образовании. Красная линия — ~89% студентов используют ChatGPT для homework (Study.com, 2023, плато с тех пор). Зелёная — кумулятивный институциональный ответ: phone-bans (2 → 35 штатов за 2 года), федеральные guidance (US Ed Dept, UNESCO), AI-fluency программы (ASU, Ohio State). Микро-сюжет внутри: Turnitin запустил AI-детектор апр 2023 → Vanderbilt отключил авг 2023 → OpenAI снял свой классификатор июл 2023 → исследование показало bias детекторов против non-native English. Синяя — рост продаж blue book в универах: +30% Texas A&M, +50% Florida, +80% Berkeley. И это не консерватизм — это структурный ответ на провенанс-коллапс.

Студенты, использовавшие ChatGPT для homework (US)
Study.com Jan 2023; AI Mag survey 2025 (B/C)
Институциональный ответ: phone-bans + регламенты + AI-fluency
Ballotpedia, ExcelinEd, US Ed Dept, UNESCO, ASU/OSU (A/B)
Рост продаж blue book ×10 (US универы)
WSJ May 2025; Roaring Spring industry data (B/C)
020406080100базовая = 0202220232024202520262027904280

2.6. Технический ответ на провенанс-коллапс — стандарт, watermark, лейбл, иск

Если 2.3 показывает институциональный ответ (legal pushback в hiring), а 2.5 — образовательный (phone-bans, blue books), то 2.6 — это технический и юридический ответ на тот же провенанс-коллапс. Зелёная линия: кумулятивная инфраструктура аутентификации контента — C2PA v1 стандарт (Jan 2022) → White House voluntary commitments (Jul 2023) → YouTube/Meta/TikTok синхронные labeling-полиси весной 2024 → SynthID extension на текст и видео → Adobe Content Authenticity (Oct 2024). Красная линия: юридический фронт — Getty/Stability (Jan 2023), Authors Guild/OpenAI (Sep 2023), USCO Parts 1-3 (2024-25), Bartz/Anthropic + Kadrey/Meta (June 2025) фиксируют split: training на легально приобретённых данных — fair use, training на pirated — нет. Texas TRAIGA подписан, Virginia high-risk AI bill veto'нут — государство ещё не разделено на «давай» и «нет». Эти два фронта развиваются параллельно: технологии пытаются восстановить происхождение контента, право пытается восстановить ответственность за его создание.

Технический стек провенанса (C2PA, SynthID, labeling, watermarking)
C2PA, Google, Meta, TikTok, YouTube, Adobe (A/B)
Юридический фронт: copyright/likeness/training data (US)
USCO, federal courts, Authors Guild, Getty, NO FAKES Act (A/B)
02468101214базовая = 020222023202420252026611

2.7. AI-detection wars — детекторы и их провалы за три года

Зелёная — кумулятивный счёт запусков и масштабирования AI-детекторов: OpenAI Classifier (янв 2023), Turnitin (апр 2023), 200M papers за год (апр 2024), Turnitin Clarity сдвиг к process-provenance (мар 2025). Красная — провалы и retreats: Sadasivan показал, что paraphrasing ломает детекцию (мар 2023), Texas A&M профессор обвиняет весь класс ChatGPT'ом-детектором (май 2023), Turnitin сам публикует false-positive guide (июн 2023), Vanderbilt отключает (авг 2023), OpenAI снимает свой классификатор (июл 2023), GPT-детекторы предвзяты против non-native English (июл 2023), Reading study: AI-эссе на экзаменах в основном не пойманы и часто оценены выше человеческих (июн 2024), Turnitin сам ограничивает свой scoring (июл 2024), OpenAI watermark готов но придержан (авг 2024), Guardian: кризис ложных обвинений в UK (дек 2024 + июн 2025), Australian Catholic University отказывается от Turnitin AI-индикатора после массовых ложных обвинений (окт 2025). Синяя — школьные политики: NYC сначала запретил ChatGPT (янв 2023), потом отозвал и перешёл к AI-literacy guidance, IB сразу решил трактовать AI-output как citeable source, Китай заморозил AI-инструменты на гаокао. <strong>Что видно.</strong> Красная (провалы) растёт быстрее зелёной (adoption) — детекция как фронт обороны провенанса проиграна за 3 года, и теперь и образовательные платформы, и сами вендоры детекторов сдвигаются к process-provenance, AI-fluency и стратегическому ограничению вместо детекции.

AI-детекторы: запуски, масштабирование, новые продукты
OpenAI, Turnitin (B/C)
AI-детекторы: провалы, retreat, ложные обвинения
Sadasivan, Reading study, ACU, Vanderbilt, OpenAI walkback (A/B)
Школьные политики: ban → guidance → strategic restriction
NYC schools, IB, China gaokao (A/B)
02468101214базовая = 0202220232024202520264123
Что видно вместе. Junior и customer-service сжимаются с разной скоростью и геометрией; entry-level вакансии (как сигнал намерений) обгоняют реальный найм. Петля имитации проявляется на трёх уровнях параллельно — в hiring (2.3), школе (2.5) и в цифровом контенте (2.6) — и везде запускается один и тот же паттерн восстановления провенанса. В hiring это юридический фронт (Mobley, Eightfold, EEOC, Self-Preference paper) и требование персонализации. В школе — phone-bans, blue books, AI-fluency программы. В контенте — C2PA, watermarks, content-credentials, и параллельно USCO + федеральные суды (Bartz, Kadrey, Thomson Reuters) разделяют, что fair use, что нет. Healthcare/child-safety (2.4) показывает, что L4-сопротивление работает медленно, но более системно. Все шесть линий вместе показывают, что «AI-кризис» — это не одна кривая, а несколько параллельных кривых в разных доменах, которые конвергируют на одной и той же институциональной реакции: восстановление провенанса через физическое ограничение AI-поверхности или через техническую/юридическую инфраструктуру аутентификации.

3. Матрица посредничества — где сжимается и насколько

Реализация 4-уровневой матрицы из Части I.4 статьи A. Чем выше уровень — перевод / координация / решение / доверие, — тем меньше давление ИИ. Каждое событие из event-слоя ложится на ячейку «уровень × год» по типу описанной функции. Видно: сжатие концентрируется в L1–L2, в L3 уже в основном делейринг, в L4 — регуляторика как ограничитель.

Уровень / функция Сжатие 2023 2024 2025 2026
L1 — перевод и саммаризация
translation / summarization
translator / status-PM / technical writer / junior BA
высокое
1
A WGA contract establishes AI protections for writers
4
B Duolingo cuts contractors while increasing AI-generated…
B Klarna says AI assistant handles work equivalent to hun…
A OFCCP flags federal-contractor AI selection procedures …
+1 more
2
C Duolingo CEO clarifies AI-first contractor phaseout doe…
B Salesforce CEO says AI agents enabled reduction of 4,00…
L2 — координация процессов
workflow coordination
project manager / scrum master / coordinator
среднее
1
A Meta Year of Efficiency memo asks many managers to beco…
2
A Amazon requires 15% increase in IC-to-manager ratio and…
B Google cuts about 10% of manager/director/VP roles, wit…
6
C AT&T begins five-day return-to-office mandate in Januar…
B Dell retires hybrid policy and orders near-office staff…
B JPMorgan five-day RTO mandate triggers employee petitio…
+3 more
L3 — носители прав на решение
decision-rights mediation
senior PM / product manager / HRBP / programme manager
ниже
4
B Dropbox cuts 16% of workforce while reallocating toward…
B IBM pauses hiring for roles expected to be replaceable …
B Axel Springer/Bild job cuts become early media-sector A…
+1 more
1
A Intuit cuts about 1,800 employees while shifting resour…
7
B Stripe cuts 300 roles while stating hiring plan remains…
A Workday cuts 1,750 jobs while prioritizing AI and platf…
C Salesforce CEO says AI productivity means no new softwa…
+4 more
3
B Atlassian cuts roughly 10% of workforce while pivoting …
B Oracle layoffs become high-signal AI-capex workforce ca…
B Meta CEO links layoffs to AI infrastructure capital-spe…
L4 — политическое и доверенное посредничество
political / trust mediation
stakeholder manager / legal / executive sponsor / regulator
слабое
12
A Getty Images sues Stability AI in UK over Stable Diffus…
B Cigna PxDx reporting and lawsuit highlight automated cl…
A Italy temporarily bans ChatGPT over data-protection con…
+9 more
15
B Second Circuit refers lawyer for possible discipline ov…
A FTC action bans owners of Automators AI e-commerce mone…
B Russia starts interagency oversight commissions targeti…
+12 more
7
A FTC finalizes order against DoNotPay over deceptive AI-…
A Thomson Reuters wins key AI copyright fair-use ruling a…
A Bartz v. Anthropic ruling treats AI training on lawfull…
+4 more
5
B Russia proposes powers to restrict foreign AI tools
A FTC settlement bans Air AI from marketing business oppo…
B Mercor AI recruiting platform faces ≥7 class actions af…
+2 more
Что видно. L1 (translation/contractors) — события 2024 (Duolingo, Klarna AI claim), затем откаты 2025. L2 (coordination/management) — взрыв 2024–2025: Amazon IC ratio, Google manager cuts, Meta flat org, RTO mandates. L3 (decision rights) — массовые layoffs 2025 (Microsoft, Workday, Salesforce) — но это не сжатие функции, а снижение headcount при сохранении функции. L4 (trust/regulation) — 2024–2026 явно акcellerируется: EU AI Act, NYC LL144 enforcement, Colorado AI Act, China labeling rules. Регуляторика как ограничитель сжатия снизу — именно то, что предсказывает рамка.

4. Какие пробелы какими странами закрыты

Пять приоритетных residual gaps из methodology pack v0.5 × 4 страны. Цвет ячейки — плотность событий, которые загружают этот gap для этой страны. Это эмпирическая проверка bottleneck rule: если для страны нет событий в gap-е, рамка для неё в этом срезе не валидируется — и бессмысленно строить рекомендации.

Residual gap (priority) US EU CN RU Σ
D10/I02_ROVS
founder/freelancer return-to-wage
48 11 5 3 67
I07_ICAS_CN_RU
career agency CN/RU
81 17 6 6 110
D04/I06_VRCS
IC↔manager track switching
30 3 · · 33
D08/I03_IRAS
industry re-entry signal preservation
44 4 3 3 54
I05_GRCS_RU
Russia post-2022 return migration
6 2 1 2 11
Σ по странам 209 37 15 14 275
Что видно. US доминирует во всех пяти gap-ах — это и сильная сторона (рамка эмпирически грузится), и риск (соблазн делать выводы только по US-данным). EU виден в трёх из пяти. CN — только в employment_form и agency, других категорий нет. RU — в основном в return-migration и employment_form. Bottleneck rule срабатывает явно: для CN в IC↔manager и industry-reentry событий нет — значит, по этим gap-ам рамка в CN-контексте не валидируется через события и требует других источников (структурных опросов, регистров).

5. Каталог событий с фильтрами

Все 171 сигналов с фильтрами по 4 акторам, региону, измерению, году и уровню доказательств. Карточка — это один проверяемый факт с датой, primary URL и note. Машиночитаемая основа в profgames_ai_signals_v0_3.jsonl.

Год:
Регион:
Уровень:
Ось:
SIG_2026_SUPERVISING_LAWYER_AI_SANCTION
Federal judge sanctions supervising lawyer for AI-assisted false citation by subordinate
2026-05-01 US B high

Reuters reported a federal judge sanctioned a managing partner for a false case citation generated with help from an AI legal research tool used by a junior attorney.

почему важно

Moves AI professional-risk signal from individual misuse to supervisory responsibility and organizational controls.

измерения / агентность

D04 vertical return D08 industry return A3 A7

оговорка

Managerial/vertical responsibility under AI workflows.

источники

SIG_2026_META_AI_CAPEX_LAYOFFS
Meta CEO links layoffs to AI infrastructure capital-spending tradeoff
2026-04-30 US B medium

Reuters reported Meta's CEO attributed upcoming layoffs to increased capital investment in AI computing infrastructure while saying cuts were not directly due to AI reorganization.

почему важно

Separates AI-capex displacement pressure from direct role automation.

измерения / агентность

D03 vertical exit D07 industry exit A6

оговорка

Code as AI-capex tradeoff, not confirmed replacement.

источники

SIG_2026_SENATE_GUARD_ACT_AI_CHATBOTS_MINORS
U.S. Senate committee advances bipartisan GUARD Act restricting AI companions for minors
2026-04-28 US B medium

Senate Judiciary Committee advanced the GUARD Act after documented reports of minors being targeted by AI companion chatbots, including sexually explicit and emotionally manipulative interactions. The bill would restrict AI companions for minors and require disclosure that chatbots are non-human.

почему важно

Federal-level institutional response to documented harmful AI chatbot interactions with minors. Tests how fast L4 trust-mediation institutions move on AI products that bypass professional gatekeepers.

измерения / агентность

A7

оговорка

Committee passage only; full Senate vote and House action pending. Bipartisan but not yet law.

SIG_2026_ALABAMA_AI_FAKE_CASE_SANCTION
Alabama Supreme Court sanctions lawyer for AI-generated fake citations
2026-04-27 US B high

Reuters reported Alabama's top court dismissed an appeal and sanctioned a lawyer whose filings included fabricated AI-generated citations.

почему важно

Shows Mata-style failure mode persisted into 2026 as repeated professional-liability pattern.

измерения / агентность

D06 lateral professional return D08 industry return A1 A7

оговорка

Longitudinal clustering after 2023.

источники

SIG_2026_UTAH_BOARD_AI_RX_SUSPENSION_CALL
Utah Medical Licensing Board calls for immediate suspension of AI prescription-refill pilot
2026-04-24 US B high

Utah's Medical Licensing Board called for immediate suspension of the state Doctronic AI prescription-renewal pilot, citing patient-safety, oversight, and decision-making concerns around AI-driven refill workflows.

почему важно

Concrete advisory/regulatory intervention against AI use in a daily licensed-professional healthcare workflow. Tests whether L4 trust-mediation institutions (medical licensing boards) push back when AI penetrates regulated decisions.

измерения / агентность

D05 lateral professional exit D09 employment form exit A4 A7

оговорка

Board called for suspension; not yet a formal enforcement action.

SIG_2026_MERCOR_AI_RECRUITING_BREACH_LAWSUITS
Mercor AI recruiting platform faces ≥7 class actions after breach exposes biometrics and worker data
2026-04-23 US B high

WSJ reported on April 23, 2026 that Mercor, a $10B-valued AI recruiting and model-training contractor platform, was facing at least seven class actions after a breach exposed contractor interview recordings, facial biometric data, screenshots of workers' computers, and other records. Earlier reporting linked the incident to a LiteLLM open-source supply-chain compromise; Meta paused work with the company.

почему важно

Concrete AI-workflow incident in HR/recruiting lane with clear privacy harm + AI-tool supply-chain angle. Tests how new categories of AI infrastructure (model-training contractor platforms, MCP/LLM tooling) extend the attack surface for worker data.

измерения / агентность

D05 lateral professional exit D09 employment form exit A4 A6 A7

оговорка

Allegations unresolved; supply-chain attribution to LiteLLM is per Mercor self-disclosure.

SIG_2026_ORACLE_AI_CAPEX_LAYOFFS
Oracle layoffs become high-signal AI-capex workforce case
2026-04-01 US B medium

Reliable reporting said Oracle cut thousands of jobs while stepping up AI/datacenter spending; strongest confirmed signal is AI-era resource reallocation, not proven one-for-one substitution.

почему важно

Useful for modeling displacement through capital reallocation and infrastructure spend.

измерения / агентность

D03 vertical exit D07 industry exit D08 industry return A1 A6

оговорка

Causality mixed: capex shift confirmed; direct AI replacement not confirmed.

SIG_2026_AIR_AI_FTC_BUSINESS_OPPORTUNITY
FTC settlement bans Air AI from marketing business opportunities after AI-sales claims
2026-03-24 US A high

The FTC announced a settlement under which Air AI and its owners would be banned from marketing business opportunities over allegations they misled consumers.

почему важно

Another employment-form exit signal: AI tools marketed as income pathways can impair agency when claims are misleading and switching costs are borne by individuals.

измерения / агентность

D09 employment form exit D10 employment form return A2 A7

источники

SIG_2026_ANTHROPIC_ECONOMIC_INDEX_LEARNING_CURVES
Anthropic Economic Index March 2026 adds learning-curve analysis using Opus 4.5/4.6 period data
2026-03-24 global A/B high

Anthropic’s March 2026 Economic Index report studied February 2026 Claude usage and learning curves after Opus 4.5/4.6 releases.

почему важно

Useful time-series signal for adoption and skill adaptation; can support A1/A2 proxy updates.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A2

оговорка

Use as adoption/usage signal, not causal employment impact.

SIG_2026_RUSSIA_FOREIGN_AI_RESTRICTION_DRAFT
Russia proposes powers to restrict foreign AI tools
2026-03-20 RU B medium

Reuters reported draft Russian rules that would allow the government to ban or restrict foreign AI tools if they fail to comply with Russian rules, including data-storage expectations.

почему важно

RU country-operationalization signal: foreign-tool access and data localization can directly affect professional workflow, credential portability and task-vector comparability.

измерения / агентность

D05 lateral professional exit D06 lateral professional return D08 industry return A7 A5

оговорка

Draft/proposed rules; code as future regulatory-risk signal, not enacted law.

источники

SIG_2026_ATLASSIAN_AI_PIVOT_LAYOFFS
Atlassian cuts roughly 10% of workforce while pivoting to AI and enterprise sales
2026-03-11 US B high

Atlassian said it would cut about 1,600 jobs, around 10% of its workforce, while rebalancing toward AI and enterprise sales.

почему важно

Strong example of AI-era workforce reconfiguration by skill mix rather than simple headcount shrinkage.

измерения / агентность

D03 vertical exit D04 vertical return D07 industry exit A1 A3 A6

оговорка

Code as skill-mix change; avoid pure replacement claim.

источники

SIG_2026_ONET_302_JOB_ZONE_UPDATE
O*NET 30.2 updates Job Zones with new four-level framework and 325 occupation reassignments
2026-02-24 US A high

O*NET 30.2 updated 886 occupations and reassigned Job Zones for 325 occupations using a new four-level framework reflecting increased skill demands.

почему важно

Methodology signal for D04/D05/D08: level equivalence and skill-demand shifts affect vertical return and industry re-entry scoring.

измерения / агентность

D04 vertical return D05 lateral professional exit D08 industry return A1 A7

оговорка

This is a data-release signal, not a labor-market event.

SIG_2026_BLS_CWS_REVISION_NOTICE
Federal Register notice proposes July 2026 CWS revisions for digital labor platform work
2026-02-10 US A high

BLS published a Federal Register notice for proposed revisions to the CWS to incorporate updates to digital labor platform work questions in July 2026.

почему важно

Directly addresses the D10 measurement gap by expanding official survey questions around platform work.

измерения / агентность

D09 employment form exit D10 employment form return A6

оговорка

Measurement-update signal; does not itself provide realized-transition panel data.

SIG_2026_EIGHTFOLD_FCRA
Class action targets Eightfold AI over opaque applicant scoring and data use
2026-01-21 US A/B medium

Applicants sued Eightfold AI alleging hidden data collection and AI-generated fit/personality-like scoring without FCRA-style disclosure, consent or dispute mechanisms.

почему важно

Concrete legal incident involving alleged AI harm in recruiting and applicant evaluation.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Allegations unresolved; code as opacity/privacy/process signal, not proven bias.

SIG_2026_ILLINOIS_AI_EMPLOYMENT_AMENDMENTS
Illinois AI-in-employment amendments take effect
2026-01-01 US B medium_high

Illinois HB 3773 amendments to the Human Rights Act took effect January 1, 2026, prohibiting discriminatory AI use in employment decisions and requiring notice in certain contexts.

почему важно

Adds a 2026 state-law signal to test regulatory variation in algorithmic hiring, promotions and workplace scoring.

измерения / агентность

D03 vertical exit D05 lateral professional exit D09 employment form exit A5 A7

оговорка

Use legal text as primary; practitioner summaries for implementation details.

SIG_2026_RU_NPD_SICKNESS_INSURANCE_PILOT
Russia begins voluntary sickness-insurance pilot for self-employed NPD workers
2026-01-01 RU B medium

Russia began a voluntary sickness-insurance pilot for self-employed NPD workers from 1 January 2026, improving partial benefit portability for that employment form.

почему важно

D10 signal: social-protection features reduce the sharpness of employee↔self-employed boundary, but do not directly measure return to payroll work.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7

оговорка

Factcheck adjusted: uploaded candidate dated the signing as 2024; checked sources point to 2025 tax reform / 2026 effective date. Keep confidence medium until official law text is pinned.

источники

SIG_2025_FOUSHEE_AI_JOBS_REPORT
Rep. Foushee releases congressional report seeking transparency on AI-related job cuts
2025-12-11 US A/C medium_high

Rep. Valerie Foushee released a congressional report and investigation push requesting clarity from industry leaders about AI’s impact on American jobs.

почему важно

Policy/data-demand signal: legislators are treating AI-layoff attribution as an unresolved measurement gap.

измерения / агентность

D04 vertical return D10 employment form return A6 A7

оговорка

The report’s job-cut attribution is political/compiled evidence; code as policy signal, not official labor statistics.

SIG_2025_RU_SELF_EMPLOYED_15M_FNS
Russian FNS data show registered self-employed exceeding 15 million in Jan–Nov 2025
2025-12-03 RU A/B medium_high

Russian tax data reported 15.168 million registered self-employed in January–November 2025, up 24.2% from 12.208 million.

почему важно

Scale signal for D09/D10: the НПД base is large enough that return-to-wage and contractor-misclassification measurement matters.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7

оговорка

Use official FNS-backed counts where possible; media summaries are secondary.

SIG_2025_NYC_LL144_ENFORCEMENT_AUDIT
NY State Comptroller audit finds NYC Local Law 144 enforcement ineffective
2025-12-02 US A high

The NY State Comptroller found DCWP’s enforcement of Local Law 144 ineffective, including complaint-routing and compliance-review problems.

почему важно

Critical implementation signal: having an AI hiring law does not mean effective candidate protection or signal correction.

измерения / агентность

D05 lateral professional exit D10 employment form return A6 A7

оговорка

Adds enforcement-quality layer to the existing v0.2 LL144 signal.

SIG_2025_US_STATES_PHONE_BANS_28_STATES
28+ US states enact K-12 cellphone bans/restrictions in 2025
2025-12-01 US A high

By December 2025, 35 states + DC had enacted laws or policies regulating student cellphone use in K-12 classrooms (Ballotpedia). 22 of these laws were enacted during 2025 alone (ExcelinEd). Texas, Arizona, Arkansas, Alabama, Tennessee, Kentucky, Georgia, Iowa, Indiana, Idaho, Missouri, Nebraska, Nevada, New Hampshire, New Mexico, North Carolina, Ohio, Oklahoma, Oregon, Vermont, West Virginia, Wisconsin among them.

почему важно

Aggregate signal: phone bans went from a handful of states (early 2024) to a national policy default in 18 months. Empirical demonstration of how fast institutional restoration of offline-assessment can scale when AI use compromises the existing signal channel.

измерения / агентность

A4 A7

оговорка

Different states use different definitions (bell-to-bell vs class-time-only vs district-discretion). Trend direction unambiguous; exact count varies by source taxonomy.

SIG_2025_RUSSIA_NATIONAL_AI_TASK_FORCE
Russia calls for national generative AI task force and domestic model push
2025-11-19 RU B medium

President Putin called for a national task force to coordinate generative AI development, domestic models and infrastructure, including a target for AI contribution to GDP.

почему важно

Useful macro signal for RU: professional workflows may bifurcate between domestic and foreign AI stacks, affecting agency and mobility comparability.

измерения / агентность

D05 lateral professional exit D07 industry exit A1 A7

источники

SIG_2025_ACU_TURNITIN_ROBO_CHEATING_SCANDAL
Australian Catholic University stops using Turnitin AI indicator after mass false-accusation controversy
2025-10-08 global B medium_high

ABC reported that Australian Catholic University had abandoned Turnitin's AI-detection tool in March 2025 after finding it ineffective; students described wrongful or prolonged AI-misconduct accusations and stress around investigations.

почему важно

A larger-scale institutional rollback than Vanderbilt: demonstrates that AI detection can become a credential-harm mechanism when used in high-volume academic misconduct workflows.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Reported in Oct 2025; cessation occurred in March 2025. Code event_date as public-report date and update_date as approximate cessation month.

SIG_2025_CN_YOUTH_UNEMPLOYMENT_189
China youth unemployment reaches 18.9% under revised methodology
2025-09-17 CN A/B high

Reuters reported NBS data showing China’s 16–24 unemployment rate excluding students reached 18.9% in August 2025, the highest under the revised methodology.

почему важно

D06/D10 stress signal: high youth unemployment constrains vertical/lateral entry and increases pressure toward flexible work.

измерения / агентность

D06 lateral professional return D09 employment form exit A1 A6

оговорка

Use with caveat: students excluded after methodology change; cross-time comparability to pre-2023 data is limited.

SIG_2025_BLS_PRELIMINARY_BENCHMARK_REVISION
BLS preliminary benchmark revision shows 911,000 fewer payroll jobs through March 2025
2025-09-09 US A high

BLS preliminary benchmark data indicated total nonfarm payroll employment for March 2025 would be revised down by 911,000 jobs.

почему важно

Macro labor-market signal that affects all mobility liquidity estimates; do not over-attribute to AI without further evidence.

измерения / агентность

D04 vertical return D05 lateral professional exit D10 employment form return A6

оговорка

Corrected from uploaded candidate’s -991,000 to verified -911,000.

SIG_2025_SALESFORCE_SUPPORT_AI_CUTS
Salesforce CEO says AI agents enabled reduction of 4,000 customer-support roles
2025-09-02 US B/C medium_high эскалация

Benioff said Salesforce reduced customer-support headcount from about 9,000 to 5,000 as Agentforce and AI agents handled more work.

почему важно

Strong corporate self-disclosure for service-work AI substitution; still needs headcount validation from filings.

измерения / агентность

D10 employment form return D06 lateral professional return A1 A2 A6

оговорка

Code as CEO disclosure; not a public WARN/filing count.

SIG_2025_AI_SELF_PREFERENCE_HIRING_PAPER
Study: LLMs prefer resumes generated by themselves, 23-60% shortlist advantage
2025-08-29 US A high

Jiang et al. (arXiv:2509.00462) report that in controlled resume-screening experiments LLMs systematically favor resumes generated by the same model over human-written or rival-model resumes, even with content quality controlled. Simulations across 24 occupations show candidates using the same LLM as the evaluator are 23-60% more likely to be shortlisted; effect strongest in business-related fields like sales and accounting. Self-preference can be reduced >50% with self-recognition interventions.

почему важно

Empirical evidence that AI hiring tools introduce a new layer of selection bias keyed to AI-tooling overlap between applicant and employer, not to candidate quality. Concrete mechanism behind the article A claim that signal preservation is breaking down.

измерения / агентность

D05 lateral professional exit D09 employment form exit A4 A6

оговорка

Pre-print (Aug 2025); peer-reviewed publication pending in M&SOM. 23-60% range from simulation, not field data. LLM-vs-LLM bias is weaker than LLM-vs-human bias.

SIG_2025_DUOLINGO_AI_FIRST_CONTRACTOR_WALKBACK
Duolingo CEO clarifies AI-first contractor phaseout does not imply full-time layoffs
2025-08-18 US C medium отзыв

After backlash over an AI-first memo, Duolingo’s CEO clarified that the company had not laid off full-time employees due to AI and that contractor changes were tied to project needs.

почему важно

Useful paired signal: contractor dependence can be reduced while core employment is retained, complicating D10 coding.

измерения / агентность

D09 employment form exit D10 employment form return A1 A2

оговорка

C-level corporate clarification; code as narrative/walkback, not independent employment data.

SIG_2025_STANFORD_CANARIES_AI_ENTRY_LEVEL
Stanford Digital Economy Lab paper finds relative employment declines for young workers in AI-exposed occupations
2025-08-15 US A/B high

Brynjolfsson, Chandar and Chen used high-frequency payroll data and found early-career workers in AI-exposed occupations experienced a relative employment decline after generative-AI adoption.

почему важно

High-signal empirical stress test for lateral/vertical entry and return: AI exposure may reduce entry-level opportunities while leaving older workers less affected.

измерения / агентность

D05 lateral professional exit D06 lateral professional return D04 vertical return A1 A6

оговорка

Working paper; strong data, still subject to ongoing academic debate.

SIG_2025_HARPER_SIRIUSXM_AI_HIRING_LAWSUIT
Harper v. SiriusXM filed as employer-side AI hiring-bias lawsuit involving commercial applicant-screening tools
2025-08-04 US B/C medium

An unsuccessful applicant filed Harper v. SiriusXM in the Eastern District of Michigan, alleging that SiriusXM's use of an AI-assisted applicant-tracking or screening tool discriminated against him based on race.

почему важно

Useful counterpart to Mobley v. Workday: shifts the testing surface from vendor-only liability toward employer liability for deployed commercial AI hiring systems.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Early-stage litigation. Allegations are unproven; keep confidence medium.

SIG_2025_CALIFORNIA_COURT_AI_POLICY
California courts adopt generative AI policy rule for judges and court staff
2025-07-18 US B high

California's court system adopted a rule requiring courts to either ban generative AI or establish policies addressing confidentiality, privacy, bias, oversight, transparency and verification.

почему важно

Useful professional workflow signal for legal sector: AI use shifts from informal experimentation to governable competence and oversight regime.

измерения / агентность

D08 industry return D04 vertical return A1 A7

источники

SIG_2025_METR_AI_SLOWS_EXPERIENCED_DEVELOPERS_RCT
METR RCT finds early-2025 AI tools slowed experienced open-source developers on familiar tasks
2025-07-10 global A high

METR reported an RCT in which experienced developers expected AI to speed work by 24%, but measured task completion took 19% longer with AI on familiar codebases.

почему важно

Counter-signal to simple AI-productivity assumptions used in workforce-displacement narratives and option-value scoring.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A2

оговорка

Task/context-specific; not a general anti-AI productivity result.

SIG_2025_MICROSOFT_JULY_9000_LAYOFFS
Microsoft cuts about 9,100 jobs amid AI infrastructure spending and layer reduction
2025-07-02 US A/B high

Reuters reported Microsoft would cut nearly 4% of its workforce, about 9,100 jobs, while pursuing cost reduction amid heavy AI infrastructure investment.

почему важно

High-signal enterprise workforce restructuring case: AI-capex pressure and delayering affect mobility opportunities even without direct automation proof.

измерения / агентность

D04 vertical return D06 lateral professional return A6

оговорка

Use as restructuring/capex signal, not proof of direct AI replacement.

SIG_2025_CALIFORNIA_EMPLOYMENT_AI_REGS
California approves employment-discrimination regulations for automated decision systems
2025-06-30 US A high

California's Civil Rights Council announced final approval of regulations clarifying how employment-discrimination law applies to AI, algorithms and automated decision systems.

почему важно

Major state-level institutional-constraint signal for US country operationalization and algorithmic hiring tests.

измерения / агентность

D05 lateral professional exit D09 employment form exit D03 vertical exit A5 A7

оговорка

Effective date reported by practitioner sources as Oct 1, 2025.

SIG_2025_KADREY_META_FAIR_USE_RULING
Kadrey v. Meta court grants Meta partial summary judgment on fair use for AI training record before it
2025-06-25 US A/B high

In Kadrey v. Meta, the court granted Meta's cross-motion for partial summary judgment on fair use on the record presented, while commentary emphasized the ruling's fact-specific limits.

почему важно

Adds counterweight to Thomson Reuters and Bartz: courts are producing divergent, fact-specific signals about whether training-data use preserves or erodes creators' market value.

измерения / агентность

D08 industry return D05 lateral professional exit A5 A7

оговорка

Do not generalize beyond the evidence record; court noted plaintiffs' market-harm theory could matter in a better-developed case.

SIG_2025_BARTZ_ANTHROPIC_FAIR_USE_SPLIT
Bartz v. Anthropic ruling treats AI training on lawfully acquired books as fair use but not retention of pirated copies
2025-06-23 US A/B high

In Bartz v. Anthropic, the court held that using lawfully acquired books for LLM training was fair use, while retaining pirated copies for a library was not protected in the same way.

почему важно

Nuanced provenance/IP signal: source legitimacy and retention practices matter separately from model training itself, affecting how creators' signals are protected.

измерения / агентность

D08 industry return D05 lateral professional exit A5 A7

оговорка

Use carefully: this is a split ruling, not blanket permission for all AI training uses.

SIG_2025_TEXAS_TRAIGA_SIGNED
Texas signs Responsible Artificial Intelligence Governance Act, creating broad state AI compliance obligations
2025-06-22 US A/B high

Texas enacted the Responsible Artificial Intelligence Governance Act (TRAIGA), effective January 1, 2026, creating broad state-level rules for AI systems and prohibited uses, with implications for employers using AI in workplace decisions.

почему важно

Adds a large-state regulatory anchor for HR AI risk: not a narrow hiring statute, but part of the state-by-state institutional constraint environment around AI deployment.

измерения / агентность

D05 lateral professional exit D09 employment form exit D10 employment form return A6 A7

оговорка

Do not overstate employment-specificity; TRAIGA is broader than employment.

SIG_2025_UK_AI_CHEATING_CASES_GUARDIAN_SURVEY
Guardian survey finds confirmed AI-cheating cases rising sharply across UK universities
2025-06-15 EU B medium_high

A Guardian investigation reported nearly 7,000 confirmed UK university AI-cheating cases in 2023-24, up from 1.6 to 5.1 cases per 1,000 students year-on-year, while many universities still did not separately track AI misuse.

почему важно

Adds prevalence pressure: even if detectors are unreliable, institutions face rising confirmed misconduct, explaining why crude provenance-restoration mechanisms keep reappearing.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Survey/investigation data; use as trend signal, not fully harmonized official statistics.

SIG_2025_CHINA_GAOKAO_AI_TOOL_FREEZE
Chinese AI tools temporarily disable image/question functions during gaokao exams
2025-06-09 CN B medium_high

During the 2025 gaokao, Chinese AI services including Qwen, Doubao, Kimi and Tencent Yuanbao reportedly restricted or paused image-recognition and exam-question-answering functions during exam hours to preserve test fairness.

почему важно

A non-Western parallel to blue books/phone bans: when provenance cannot be reliably inferred, institutions and platforms reduce the AI-access surface during high-stakes credentialing.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Not clear whether restrictions were voluntary platform policy or state-directed. Code as platform/exam-integrity signal with medium-high confidence.

SIG_2025_OSU_AI_FLUENCY_REQUIREMENT
Ohio State launches AI Fluency initiative requiring undergraduates to graduate AI-fluent
2025-06-05 US A/B high

Ohio State announced an AI Fluency initiative launching in autumn 2025 for first-year students, aiming for every graduate starting with the class of 2029 to be fluent in AI and its application in their field.

почему важно

Strong education-to-labor-market signal: AI literacy is becoming a formal component of general employability and credential value, not just a specialist skill.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A2 A5

оговорка

Outcome evidence not yet available; classify as policy/curriculum signal.

SIG_2025_BLUE_BOOK_REVIVAL_UNIVERSITIES
Universities revive blue-book in-person handwritten exams as ChatGPT pushback
2025-05-29 US B medium

Wall Street Journal and Entrepreneur reported (May 2025) blue-book exam booklet sales rising sharply at major US universities: +30% at Texas A&M, +50% at University of Florida, +80% at UC Berkeley over the prior two years. Roaring Spring Paper Products (manufacturer) confirms AI-driven demand. Yale, Princeton, UW-Madison, Merrimack faculty publicly switched from take-home essays to in-class blue-book assessments to neutralize ChatGPT use.

почему важно

Higher-education analog of the resume-personalization rejection: when assignments can no longer prove individual cognition, institutions revert to physically supervised, AI-impossible formats. Direct visualization of the school-side imitation-loop pushback.

измерения / агентность

A4

оговорка

Industry sales data from Roaring Spring; not all universities surveyed. Trend is real but counter-current persists — some faculty argue blue books cannot substitute for take-home research papers.

SIG_2025_BLS_CWS_FIELDED
BLS fields May 2025 Contingent Worker Supplement, with results pending
2025-05-15 US A high

BLS fielded the Contingent Worker Supplement in FY2025/May 2025 after the 2017 and 2023 waves; results were pending as of this corpus update.

почему важно

Data-infrastructure signal for D09/D10: the next wave can improve measurement of contingent and alternative work but still may not fully capture return capacity.

измерения / агентность

D09 employment form exit D10 employment form return A6

оговорка

Official results not yet published in the checked sources; event is fielding/data-infrastructure, not results.

источники

SIG_2025_MICROSOFT_MAY_6000_LAYOFFS
Microsoft cuts more than 6,000 employees while streamlining layers
2025-05-13 US A/B high

Microsoft announced layoffs affecting more than 6,000 employees, around 3% of the workforce, amid a push to streamline management layers and invest heavily in AI infrastructure.

почему важно

AI-era workforce-reallocation signal; useful for vertical mobility and management-layer testing.

измерения / агентность

D04 vertical return D06 lateral professional return A6

оговорка

AI attribution indirect; classify event high, AI-causality medium.

SIG_2025_CHEGG_AI_LAYOFFS
Chegg slashes workforce as AI tools reshape edtech demand
2025-05-12 US B high

Chegg announced layoffs of about 22% in May 2025; later reporting described further restructuring as AI tools and search changes undermined demand.

почему важно

Follow-on workforce case after the 2023 market shock; useful for lagged shock modeling.

измерения / агентность

D07 industry exit D08 industry return A1 A6

оговорка

Separate AI-platform competition from search-distribution shocks.

источники

SIG_2025_NY_BELL_TO_BELL_PHONE_BAN
New York becomes largest US state to enact statewide bell-to-bell smartphone ban in K-12
2025-05-09 US A high

Governor Hochul secured statewide bell-to-bell smartphone restrictions in NY K-12 as part of FY2026 budget. No unsanctioned use of phones or internet-enabled personal devices on school grounds for the entire school day. $13.5M for storage solutions. Effective 2025-26 school year.

почему важно

Largest-state-by-population (~19M residents) commitment to bell-to-bell offline assessment environment. Direct institutional response to provenance collapse in education — parallel to in-person interview returns in hiring.

измерения / агентность

A4 A7

оговорка

Bell-to-bell means no use during class, lunch, or passing periods. Local districts decide storage method.

SIG_2025_USCO_GENERATIVE_AI_TRAINING_REPORT
US Copyright Office releases Part 3 pre-publication report on generative-AI training
2025-05-09 US A high

The U.S. Copyright Office released a pre-publication Part 3 report on generative-AI training, addressing use of copyrighted works to develop generative AI systems.

почему важно

Adds a policy-level anchor for training-data provenance and market-substitution risk, central to signal preservation in creative and knowledge professions.

измерения / агентность

D08 industry return D05 lateral professional exit A1 A5 A7

оговорка

Pre-publication version; track final version separately if released.

SIG_2025_KLARNA_REHIRES_HUMANS_AFTER_AI_SUPPORT_PUSH
Klarna begins rehiring human customer-service agents after AI-first service quality concerns
2025-05-08 EU B medium_high отзыв

Klarna’s CEO told Bloomberg that cost-cutting in customer service fueled by AI had gone too far and that the company was recruiting humans to ensure customers can reach people.

почему важно

Clean AI-walkback signal for D10: the organization partially restores human roles after AI substitution proved quality-limited.

измерения / агентность

D10 employment form return D06 lateral professional return A1 A2 A6

оговорка

Company narrative and media framing vary; code as walkback/rehiring signal, not proof of exact displacement count.

SIG_2025_IBM_AI_REPLACES_HUNDREDS_HR_ROLES
IBM says AI agents replaced hundreds of HR roles while overall hiring grew elsewhere
2025-05-05 US B medium_high эскалация

IBM CEO Arvind Krishna said AI agents replaced several hundred HR roles, while overall employment increased in programming, sales and other areas.

почему важно

Important walkback against the viral 7,800/8,000 framing: evidence points to role reallocation, not simple one-for-one AI mass replacement.

измерения / агентность

D06 lateral professional return D10 employment form return A1 A2 A6

оговорка

Use paired with 2023 IBM hiring-pause signal in v0.2; do not encode viral 8,000 rehired claim as verified.

SIG_2025_HONDA_US_80_PERCENT_RTO
Honda US memo requires 80% onsite work from October 2025
2025-04-23 US B/C medium

Honda told US staff they would need to work onsite at least 80% of the week starting 6 October 2025.

почему важно

Adds non-tech RTO signal; useful for testing whether location-anchor pressure generalizes beyond software firms.

измерения / агентность

D01 geographic exit D09 employment form exit A6

оговорка

Memo-reported; not independent attrition/outcome data.

SIG_2025_RESUME_NOW_PERSONALIZATION_REJECTION_62
62% of hiring managers reject generic AI-generated resumes without personalization
2025-04-15 US B medium

Resume Now report (2025): 78% of hiring managers say personalized details signal genuine interest and fit. 62% say AI-generated resumes without personalization often lead to rejection. 79% believe companies should implement formal guidelines on AI-assisted job applications.

почему важно

Empirical evidence of provenance-collapse pushback: when both sides of the hiring funnel use AI, employers compensate by screening for human authorship marks. Mirror of the school dynamic — when homework can no longer signal effort, oral exams and in-class essays return.

измерения / агентность

D05 lateral professional exit A4 A7

оговорка

Industry survey self-report. Whether managers actually reject AI-only resumes at the rates they claim is not separately validated. The 'personalization' criterion is itself unstable — generative tools can also produce personalized output.

источники

SIG_2025_SHOPIFY_AI_BEFORE_HIRING
Shopify requires proof AI cannot do the job before more headcount
2025-04-07 global B/C medium_high

A Shopify memo said teams must show why AI cannot do a job before requesting headcount, and that AI capability would factor into reviews.

почему важно

Turns AI-use capability into a career gate and internal mobility signal.

измерения / агентность

D03 vertical exit D04 vertical return D05 lateral professional exit A1 A2 A3

оговорка

Reported internal memo; not a public labor-law rule.

SIG_2025_STANFORD_AI_INDEX_ECONOMY
Stanford AI Index 2025 documents rapid growth in AI-related job-posting skill demand
2025-04-07 US A/B high

Stanford AI Index 2025 reported major growth in AI skills in job postings, including generative-AI skill references rising sharply in 2024.

почему важно

Demand-side signal for A1 skills capital and lateral mobility; also indicates changing re-entry credential expectations.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A6

оговорка

Job postings are demand signals, not realized hires.

SIG_2025_RESUME_NOW_AI_APPLICANT_LOOP_REPORT
55% of hiring managers report candidates use AI most for resumes; 90% see spike in spam applications
2025-03-28 US B medium

Resume Now survey of 925 US HR workers: 55% report candidates use AI most for resumes/cover letters; 57% noticed uptick in AI-assisted submissions; 90% report increase in low-effort/spam applications driven by AI; 79% believe companies should implement formal guidelines on AI-assisted job applications.

почему важно

Direct empirical signal that the candidate side of the imitation loop is closing simultaneously with the employer side. Explicit recognition that volume scales without quality scaling — the structural setup of provenance collapse.

измерения / агентность

D05 lateral professional exit D09 employment form exit A4

оговорка

Industry survey; HR self-report; sample frame favors AI-aware HR. The 90% spam-rise figure is a perception measure, not a parsed application count.

SIG_2025_OUTRUSH_WAVE4_RUSSIAN_EMIGRANT_RETURN
OutRush Wave 4 reports roughly 8% return among surveyed post-2022 Russian emigrants
2025-03-25 RU A/B high

OutRush Wave 4, based on July–November 2024 survey data and nearly 8,600 respondents, reported roughly 8% return between 2023 and 2024 and substantial secondary migration.

почему важно

Best transparent event-level anchor for Russia post-2022 geographic return; useful for testing D02 but selection-biased.

измерения / агентность

D02 geographic return D01 geographic exit A4 A6

оговорка

Selection bias: likely over-represents politically active/high-skill emigrants. Still stronger than official press claims.

SIG_2025_VIRGINIA_HIGH_RISK_AI_BILL_VETO
Virginia governor vetoes high-risk AI bill that would have covered employment consequential decisions
2025-03-24 US A/B high

Virginia's governor vetoed HB2094, a high-risk AI bill that had passed the legislature and would have required safeguards for AI systems used in consequential decisions including employment.

почему важно

Negative policy signal: state-level employment-AI safeguards can fail politically even after legislative passage, affecting the institutional-constraints layer for applicant agency.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Policy-failure event; useful for regulation-diffusion analysis.

SIG_2025_CN_AI_LABELING_MEASURES_ISSUED
Chinese regulators issue AI-generated synthetic content labeling measures
2025-03-14 CN A high

CAC and other Chinese regulators issued measures requiring explicit and implicit labeling of AI-generated/synthetic content, effective 1 September 2025.

почему важно

AI-governance signal affecting professional signal preservation: content provenance becomes a regulated marker in digital work.

измерения / агентность

D08 industry return D05 lateral professional exit A6 A7

оговорка

Keep a separate event for the 2025-09-01 effective date if timeline testing needs implementation clocks.

SIG_2025_TURNITIN_CLARITY_PROCESS_PROVENANCE
Turnitin introduces Clarity, shifting from output-only detection toward writing-process provenance
2025-03-04 global B/C medium_high

Turnitin announced Clarity, a composition/workflow product giving educators visibility into writing-process evolution and approved AI use. Axios described it as a canvas for students to show their work; Turnitin later positioned it as bringing transparency and responsible AI to the writing process.

почему важно

Marks a second-order response to detector failure: rather than infer origin from final text alone, institutions move toward process evidence, version history and controlled AI-assistance environments.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A4 A5 A7

оговорка

Vendor product signal; use as institutional response category, not proof of efficacy.

SIG_2025_SALESFORCE_ENGINEERING_HIRING_FREEZE_AI
Salesforce CEO says AI productivity means no new software engineers in 2025
2025-02-27 US C medium исходное

Salesforce CEO Marc Benioff said the company would not hire more software engineers in 2025 after AI coding tools reportedly increased productivity.

почему важно

Soft but useful D04/D06 signal: AI changes new-hire gates and career-entry opportunities, but statement requires cautious coding.

измерения / агентность

D04 vertical return D06 lateral professional return A1 A2 A6

оговорка

Corporate statement; verify against actual job postings before using as hard hiring data.

SIG_2025_CN_NEW_FLEXIBLE_EMPLOYMENT_REPORT
Jinan University and Zhaopin report growth in China new flexible employment postings and applicants
2025-02-20 CN B medium_high

A Jinan University/Zhaopin report showed flexible-employment job postings rising from 8.4% in 2019 to 15.2% in 2024 and jobseeker share reaching 36.4% in 2024.

почему важно

Useful CN D10 proxy where individual panel data are unavailable: demand and applicant-share signals reveal movement into flexible work.

измерения / агентность

D09 employment form exit D10 employment form return A1 A6

оговорка

Use as labor-market signal; not a panel and not directly comparable to O*NET/PIAAC.

SIG_2025_JPMORGAN_FIVE_DAY_RTO_BACKLASH
JPMorgan five-day RTO mandate triggers employee petition and union inquiries
2025-02-13 US B medium_high

Reuters reported Jamie Dimon defended JPMorgan’s five-day RTO policy amid employee complaints, petitions and union-formation inquiries.

почему важно

RTO/backlash signal: location anchoring interacts with exit capacity, employee voice and labor-market agency.

измерения / агентность

D01 geographic exit D09 employment form exit A6 A7

оговорка

Use as organizational/employee-response signal, not direct attrition data.

SIG_2025_DONOTPAY_FTC_AI_LAWYER_ORDER
FTC finalizes order against DoNotPay over deceptive AI-lawyer claims
2025-02-11 US A high

The FTC finalized an order requiring DoNotPay to stop making deceptive AI-lawyer claims, provide notice to past subscribers and pay monetary relief.

почему важно

Direct professional-agency signal: AI marketed as substituting for legal expertise triggered regulator action around competence, evidence and substitution claims.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A7
SIG_2025_ANTHROPIC_ECONOMIC_INDEX_LAUNCH
Anthropic launches Economic Index mapping Claude use to occupations and tasks
2025-02-10 global A/B high

Anthropic launched the Economic Index to study AI’s effects on labor markets by mapping Claude interactions to occupational/task categories.

почему важно

Strong measurement signal for AI exposure/use; useful for stress-testing A1/A6 but not a worker outcome panel.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A6

оговорка

Platform-owned usage data; valuable but not representative of all labor-market activity.

источники

SIG_2025_WORKDAY_AI_INVESTMENT_LAYOFFS
Workday cuts 1,750 jobs while prioritizing AI and platform investment
2025-02-05 US A/B high

Workday announced about 1,750 layoffs, around 8.5% of its workforce, while saying it would prioritize investments in AI and platform development.

почему важно

Enterprise-workflow signal: labor-market restructuring is tied to AI investment priorities, but not necessarily one-for-one AI replacement.

измерения / агентность

D04 vertical return D06 lateral professional return A1 A6

оговорка

Code as AI-era restructuring, not direct automation proof.

SIG_2025_DELL_FIVE_DAY_RTO
Dell retires hybrid policy and orders near-office staff back five days a week
2025-01-31 US B/C medium_high

Dell CEO Michael Dell told hybrid and remote employees near an office to work onsite five days a week starting 3 March 2025, retiring the hybrid policy.

почему важно

RTO signal: reduces location flexibility and can push exit/return decisions around geography and employment form.

измерения / агентность

D01 geographic exit D09 employment form exit D10 employment form return A6

оговорка

Corporate-policy signal; worker-experience effects need separate data.

SIG_2025_USCO_COPYRIGHTABILITY_REPORT
US Copyright Office AI report Part 2 says human authorship remains central to copyrightability
2025-01-29 US A high

The U.S. Copyright Office released Part 2 of its Copyright and Artificial Intelligence report on copyrightability, affirming that existing principles require human authorship while allowing protection for sufficiently human creative contributions involving AI assistance.

почему важно

Directly relevant to career-signal preservation: AI-assisted creative outputs may or may not protect the worker's portfolio depending on human contribution.

измерения / агентность

D08 industry return D05 lateral professional exit A1 A5 A7

оговорка

Do not oversimplify as 'AI art never protected'; the report preserves human-authorship pathways.

SIG_2025_STRIPE_300_CUTS_STILL_HIRING
Stripe cuts 300 roles while stating hiring plan remains on track
2025-01-21 US B medium_high

Stripe cut around 300 employees, mostly in product, engineering and operations, while saying it still planned to reach about 10,000 employees by year-end.

почему важно

Useful reallocation signal: layoffs and hiring can coexist, complicating simple AI-displacement coding.

измерения / агентность

D04 vertical return D06 lateral professional return A1 A6

оговорка

Not explicitly AI-driven; keep confidence medium-high for event, low for AI attribution.

SIG_2025_ATT_FIVE_DAY_RTO
AT&T begins five-day return-to-office mandate in January 2025
2025-01-02 US C medium

AT&T required many employees to return to offices five days a week from January 2025, concentrating workers in core office hubs.

почему важно

Soft location-anchor signal for geographic exit and employment-form exit: RTO policies can trigger mobility decisions.

измерения / агентность

D01 geographic exit D09 employment form exit A6

оговорка

C-level evidence; company statement and worker-level attrition would improve confidence.

SIG_2024_GOOGLE_MANAGERIAL_ROLE_CUTS
Google cuts about 10% of manager/director/VP roles, with some converted to IC roles
2024-12-19 US B medium_high

Business Insider reported Sundar Pichai told staff Google had cut 10% of manager, director and VP roles as part of an efficiency drive; some roles were converted to IC roles.

почему важно

High-signal D04 proxy: track-switching and hierarchy flattening are occurring at scale, but worker-level stigma/equivalence remains unmeasured.

измерения / агентность

D04 vertical return D03 vertical exit A2 A6

оговорка

Internal all-hands reporting; classify B, not A.

SIG_2024_RYTR_FTC_FAKE_REVIEWS
FTC final order targets Rytr AI review-generation service
2024-12-18 US A high

The FTC approved a final order against Rytr over an AI testimonial and review service that allegedly enabled false and deceptive online reviews.

почему важно

Reputation systems are a core signal layer for freelancers, creators, professionals and platforms; synthetic reviews affect market access and return-option value.

измерения / агентность

D09 employment form exit D10 employment form return D08 industry return A4 A7
SIG_2024_UK_AI_CHEATING_CRISIS_FALSE_ACCUSATIONS
Guardian investigation documents AI-cheating cases and false-accusation anxiety in UK universities
2024-12-15 EU B medium_high

The Guardian reported on a UK university AI-cheating crisis in which some students admitted using AI, while others described stressful false-accusation or low-evidence academic-integrity hearings. The report also referenced evidence that human and automated detection struggle with AI-authored submissions.

почему важно

Provides qualitative harm layer: provenance collapse creates both cheating and suspicion harms, and detector/marker uncertainty changes student behavior even for honest students.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Investigation, not official dataset. Use for lived-experience and institutional-process stress-test, not prevalence estimate.

SIG_2024_OECD_PIAAC_CYCLE2_RELEASE
OECD releases PIAAC Cycle 2 Round 1 adult-skills results
2024-12-10 EU A high

OECD released new Survey of Adult Skills results on 10 December 2024; the Round 1 database covers 31 countries with data collected in 2022–2023.

почему важно

Baseline A1 skills-capital layer; also highlights CN/RU comparability gaps where coverage is absent.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1

оговорка

Data-release anchor; not an event of harm/displacement.

SIG_2024_EU_PWD_ENTRY_INTO_FORCE
EU Platform Work Directive enters into force with 2026 transposition deadline
2024-12-01 EU A high

Directive (EU) 2024/2831 entered into force; member states must transpose it by 2 December 2026.

почему важно

Creates a legal clock for employment-form return/exit in platform work and algorithmic-management governance.

измерения / агентность

D10 employment form return D09 employment form exit A6 A7

оговорка

Duplicate-adjacent to v0.2 Council-adoption signal, but this is a separate implementation-clock event.

SIG_2024_EVOLV_FTC_AI_WEAPONS_DETECTION
FTC acts against Evolv over unsupported AI weapons-detection claims
2024-11-26 US A high

The FTC proposed action against Evolv Technologies over allegedly deceptive claims about its AI-powered weapons-detection systems, including cancellation rights for certain K-12 school customers.

почему важно

Good signal for professional procurement and safety workflows: claimed AI capability can affect security staffing, institutional trust and worker responsibility boundaries.

измерения / агентность

D07 industry exit D08 industry return A7 A1
SIG_2024_SAFERENT_ALGORITHMIC_SCREENING_SETTLEMENT
SafeRent settlement restricts algorithmic tenant scoring for voucher applicants
2024-11-20 US B medium_high

SafeRent agreed to change its screening practices and pay a multimillion-dollar settlement after allegations that its scoring system discriminated against Black and Hispanic rental applicants and voucher users.

почему важно

Not an employment case, but useful control signal for opaque scoring, contestability and portability of status across essential-access systems that affect workers' geographic and job mobility.

измерения / агентность

D01 geographic exit D02 geographic return A5 A7

оговорка

Use as adjacent-domain scoring benchmark; do not over-map to HR.

SIG_2024_RESUMEBUILDER_AI_HIRING_70PCT
ResumeBuilder survey: 51% of companies use AI in hiring, projected 70% by end-2025
2024-10-31 US B medium

Industry survey of 948 US business leaders found 51% of companies were using AI in hiring (Oct 2024), with 68-70% projected by end-2025. 82% used AI to screen resumes, 64% for assessments, 23% for interviews. 21% allow AI to auto-reject candidates at all stages without human review.

почему важно

Establishes the employer-side scale of the imitation loop: AI is used not as marginal aid but as primary filter for the majority of structured hiring funnels. Necessary baseline for any pushback narrative.

измерения / агентность

D05 lateral professional exit A4 A6

оговорка

Industry self-report via Pollfish; sample 948 leaders at companies >21 employees. Selection bias toward AI-aware respondents likely.

SIG_2024_SENATE_PSI_MEDICARE_ADVANTAGE_PRIOR_AUTH
US Senate staff report flags Medicare Advantage denials amid automated prior authorization
2024-10-17 US A/B high

A Senate Permanent Subcommittee on Investigations majority staff report found prior-authorization denials for post-acute care rose at major Medicare Advantage insurers as automated processes were implemented.

почему важно

Useful system-level signal for professional-agency constraints and workflow automation in healthcare administration.

измерения / агентность

D07 industry exit D08 industry return A6 A7

источники

SIG_2024_FRANCE_CNAF_RISK_SCORING_CHALLENGE
French NGOs challenge CNAF welfare risk-scoring algorithm
2024-10-16 EU B medium

Civil-society groups challenged the French CNAF risk-scoring algorithm used to select welfare recipients for investigation, alleging discriminatory targeting of marginalized groups.

почему важно

Adjacent but valuable: public algorithms can affect workers' financial stability, job-search capacity and trust in institutional systems.

измерения / агентность

D01 geographic exit D09 employment form exit A6 A7
SIG_2024_DOL_AI_WORKER_WELLBEING_BEST_PRACTICES
US Department of Labor releases AI and worker well-being best-practices roadmap
2024-10-16 US A high

The US Department of Labor released AI Best Practices for developers and employers, building on AI and Worker Well-being principles under the AI Executive Order.

почему важно

Good normative benchmark for agency parameters, especially transparency, worker input, human oversight and retraining around workplace AI.

измерения / агентность

D05 lateral professional exit D09 employment form exit A1 A3 A7

источники

SIG_2024_EU_PLATFORM_WORK_DIRECTIVE
EU Council adopts Platform Work Directive with algorithmic-management safeguards
2024-10-14 EU A high

The Council adopted rules for platform work that increase algorithmic transparency, require human monitoring of automated systems and give workers the right to contest automated decisions.

почему важно

Directly relevant to employment-form exit/return because platform work is a major employee↔gig transition path and the directive creates rights around algorithmic management.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7
SIG_2024_SEC_RIMAR_AI_WASHING
SEC charges Rimar entities over misleading AI-trading claims
2024-10-11 US A high

The SEC charged Rimar Capital entities and executives over false and misleading statements about purported AI-enabled trading for client accounts and related misrepresentations.

почему важно

Adds a second finance-domain signal for coding AI hype as a professional-market credential distortion, not just a consumer protection issue.

измерения / агентность

D07 industry exit D08 industry return A5 A7

источники

SIG_2024_ADOBE_CONTENT_AUTHENTICITY_WEB_APP
Adobe announces Content Authenticity web app and Chrome extension for Content Credentials
2024-10-08 global B high

Adobe announced Adobe Content Authenticity, including a Chrome extension available immediately and a free public beta web app planned for Q1 2025 to help creators attach and inspect Content Credentials.

почему важно

Creator-infrastructure signal: provenance becomes something individual professionals can attach to portfolios and work products, not only a platform-side label.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Product/tooling event, not broad adoption evidence.

SIG_2024_CN_EMPLOYMENT_PRIORITY_GUIDELINES
China issues high-quality full-employment guidelines referencing flexible employment protections
2024-09-25 CN A high

China’s CPC Central Committee and State Council issued guidelines to promote high-quality and full employment, including improved support for flexible employment.

почему важно

CN D10/A6 anchor: state policy explicitly connects flexible employment with social-protection and high-quality employment goals.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7

оговорка

Policy signal; not evidence of individual outcomes.

SIG_2024_CALIFORNIA_PHONE_FREE_SCHOOLS_ACT
California Phone-Free Schools Act requires districts to limit smartphones in schools
2024-09-23 US A high

Governor Newsom signed AB 3216 (Phone-Free Schools Act) requiring every California school district, charter school, and county office of education to develop a policy limiting or prohibiting smartphone use during school hours by July 2026.

почему важно

Educational analog of the hiring-side imitation loop pushback: when AI use makes traditional homework signal collapse, institutions move to physically restrict the AI surface area during assessment. Direct school parallel to the resume-personalization rejection trend.

измерения / агентность

A4 A7

оговорка

Bill cites mental-health concerns as primary rationale; AI/cheating concerns secondary in legal text but central in implementation discourse.

SIG_2024_TEXAS_PIECES_HEALTHCARE_AI_SETTLEMENT
Texas AG settles first-of-its-kind healthcare generative AI accuracy investigation
2024-09-18 US A high

Texas AG Ken Paxton announced a settlement with Pieces Technologies over allegations of false or misleading claims about the accuracy and safety of healthcare AI products.

почему важно

High-quality healthcare professional-workflow signal: AI accuracy claims can affect doctors, nurses, documentation work and institutional liability.

измерения / агентность

D07 industry exit D08 industry return A1 A7

источники

SIG_2024_AMAZON_IC_MANAGER_RATIO_AND_RTO
Amazon requires 15% increase in IC-to-manager ratio and announces five-day RTO
2024-09-16 US A high

Amazon CEO Andy Jassy told staff each s-team organization should increase the ratio of individual contributors to managers by at least 15% by end-Q1 2025 and return to the office five days a week from January 2025.

почему важно

Strong vertical-return / delayering and location-anchor signal; RTO also constrains geographic/remote exit options.

измерения / агентность

D04 vertical return D09 employment form exit D01 geographic exit A2 A6

оговорка

Official memo; code as policy intent, not realized individual outcomes.

SIG_2024_CEDEFOP_ESI_2024_RELEASE
Cedefop publishes European Skills Index 2024 technical release
2024-09-16 EU B high

Cedefop’s 2024 European Skills Index release measures skills-system performance across EU-27+4, using a distance-to-ideal composite approach.

почему важно

Useful macro-context for A6/A1, especially country-level skills activation/matching around mobility constraints.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A6

оговорка

Country/system-level only; do not use as individual agency score.

SIG_2024_NO_FAKES_ACT_INTRODUCED
NO FAKES Act introduced to create federal voice and likeness protections against AI replicas
2024-09-12 US A/B high

The NO FAKES Act was introduced to protect individuals' voice and visual likeness from unauthorized computer-generated recreations using generative AI and related technologies.

почему важно

Legislative signal that signal preservation extends beyond copyright into identity rights, especially for actors, musicians, creators and public-facing professionals.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Use as introduced-bill signal, not enacted law.

SIG_2024_OPENAI_TEXT_WATERMARK_NONDEPLOYMENT_REPORT
Reporting says OpenAI held back ChatGPT text watermarking despite internal readiness concerns
2024-08-04 global B/C medium

The Verge reported that OpenAI had developed a ChatGPT text-watermarking method and detection tool but had not deployed it, citing concerns including user impact and the fragility of text watermarking compared with alternatives such as metadata.

почему важно

Useful boundary case: even provenance-preserving technical methods can stall when product incentives, user behavior and robustness concerns collide.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A4 A5 A7

оговорка

Single-source reporting; code as medium confidence and not as confirmed product policy. Complements Sadasivan/evasion concerns and C2PA/SynthID adoption signals.

SIG_2024_EU_AI_ACT_EMPLOYMENT
EU AI Act classifies employment and worker-management AI as high-risk
2024-08-01 EU A high

The EU AI Act entered into force; employment, recruitment, selection, task allocation, monitoring and performance evaluation are among high-risk use cases.

почему важно

Directly maps AI governance onto hiring, promotion, termination and access to self-employment.

измерения / агентность

D03 vertical exit D04 vertical return D05 lateral professional exit D09 employment form exit A5 A7

оговорка

Implementation timing must be versioned.

SIG_2024_USCO_DIGITAL_REPLICAS_REPORT
US Copyright Office releases AI report Part 1 on digital replicas and recommends federal protection
2024-07-31 US A high

The U.S. Copyright Office released Part 1 of its Copyright and Artificial Intelligence report on digital replicas, addressing voice/visual likeness harms and recommending federal digital-replica legislation.

почему важно

Policy anchor for provenance and career signal preservation: voice/likeness become explicit protected career assets rather than merely personal traits.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Use published date July 31, 2024 from Copyright Office NewsNet.

SIG_2024_ABA_FORMAL_OPINION_512
ABA Formal Opinion 512 sets lawyer duties for generative AI use
2024-07-29 US B medium_high

ABA Formal Opinion 512 addressed lawyers' duties around generative AI, including competence, confidentiality, communication, supervision, candor and fees.

почему важно

Important professional-signal preservation event: courts and bars are turning AI use into explicit competence/supervision criteria.

измерения / агентность

D08 industry return D04 vertical return A1 A7

оговорка

Official ABA opinion URL should be pinned if available; current source is ABA Business Law summary.

SIG_2024_SAG_AFTRA_VIDEO_GAME_STRIKE
SAG-AFTRA strikes video game companies over AI protections
2024-07-26 US A/B high

SAG-AFTRA called a strike against video game companies over AI protections, especially voice and performance capture rights; later AP reported a contract ending the strike with AI protections.

почему важно

Sector-specific re-entry and signal-preservation risk in project-based creative labor.

измерения / агентность

D08 industry return D09 employment form exit D10 employment form return A2 A4 A7

оговорка

Project-based labor makes it useful for D10 as well as D08.

SIG_2024_PROP22_CA_SUPREME_COURT
California Supreme Court upholds Prop 22 contractor classification for app-based drivers
2024-07-25 US A high

The California Supreme Court upheld Proposition 22, preserving app-based driver classification as independent contractors under the statute.

почему важно

High-signal legal boundary for D10: contractor status is structurally preserved, shaping workers’ ability to exit/return between wage work and platform work.

измерения / агентность

D10 employment form return D09 employment form exit A6 A7

оговорка

Treat as classification/rights signal, not as evidence of worker preference.

SIG_2024_YANDEX_NEBIUS_SPLIT
Yandex N.V. completes split from Russian assets and later becomes Nebius Group
2024-07-15 RU A/B high

Yandex N.V. finalized the sale of Russian assets in July 2024; the Dutch parent was later renamed Nebius Group, retaining AI-focused international businesses.

почему важно

High-signal sector/geographic mobility event for Russian tech talent and industry re-entry signal preservation.

измерения / агентность

D01 geographic exit D02 geographic return D08 industry return A1 A4 A6

оговорка

Separate corporate transaction (A/B) from staff-count claims (B/C depending on source).

SIG_2024_INTUIT_AI_SHIFT_LAYOFFS
Intuit cuts about 1,800 employees while shifting resources toward AI
2024-07-10 US A/B high

Intuit announced roughly 1,800 role eliminations while focusing on AI-powered tax and financial products, framing the move as strategic reallocation.

почему важно

Distinguishes layoffs, skill-mix change and AI-capability hiring within one company.

измерения / агентность

D03 vertical exit D07 industry exit D08 industry return A1 A6

оговорка

Skill-mix reallocation; avoid one-for-one AI replacement claim.

SIG_2024_TURNITIN_UNDER_20_SCORE_SUPPRESSION
Turnitin suppresses AI-writing scores below 20% to reduce false-positive misinterpretation
2024-07-08 global B high

Turnitin's AI Writing Report guide says scores below 20% are no longer surfaced; instead, an asterisk is shown because percentages between 0 and 19 have a higher incidence of false positives. The guide notes that reports generated before July 8, 2024 may still show numerical scores below 20%.

почему важно

This is a concrete product-level retreat from precise detector scoring: the vendor moved from exposing low percentages to suppressing them because of misinterpretation and false-positive risk.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Date inferred from Turnitin guide wording that pre-July-8-2024 reports may still show sub-20 scores. Treat as product-policy change, not independent validation.

источники

SIG_2024_READING_AI_EXAM_INFILTRATION_STUDY
University of Reading blind test finds AI exam submissions mostly undetected and often higher-scoring
2024-06-26 EU A high

Scarfe et al. published a PLOS ONE blind real-world test injecting AI-written submissions into a university examination system. The university reported that experienced markers struggled to spot the AI submissions; summaries of the study report that 94% went undetected and AI answers often scored higher than real student answers.

почему важно

Shifts the story from automated detectors to human judgment: instructors also struggle to preserve authorship provenance in remote/open digital assessment settings.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Not an AI-detector evaluation only; evaluates exam-system infiltration and human-marker detection. Complements detector false-positive cases with false-negative/undetected-use evidence.

SIG_2024_SUNO_UDIO_RECORD_LABEL_LAWSUITS
Major record labels sue Suno and Udio over AI music training data
2024-06-24 US A/B high

Major record labels including Sony, Universal and Warner sued Suno and Udio, alleging mass copyright infringement through use of sound recordings to train AI music-generation systems.

почему важно

Strong creative-labor signal: AI provenance disputes expand from text/images into sound recordings, affecting music-industry re-entry and signal preservation for artists.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Litigation signal; allegations remain contested.

SIG_2024_LAUSD_ED_CHATBOT_ALLHERE_FAILURE
LAUSD's Ed chatbot becomes major education-AI procurement failure after AllHere collapse
2024-06-15 US B medium_high

LAUSD's AI chatbot project with AllHere, marketed as 'Ed', was effectively derailed after AllHere leadership turmoil, furloughs and later fraud charges against the founder; reports describe the district losing millions and shutting down the chatbot soon after launch.

почему важно

High-value education signal: institutional AI adoption can create career/education agency risks through procurement failure, vendor fragility and student-data governance gaps.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Event date approximates mid-2024 collapse/CEO removal; founder arrest occurred in Nov. 2024. Keep as medium_high because some project-timeline details are reconstructed from reporting.

SIG_2024_SCARLETT_JOHANSSON_OPENAI_SKY_VOICE
Scarlett Johansson accuses OpenAI's Sky voice of sounding eerily similar; OpenAI pauses the voice
2024-05-20 US B high

Scarlett Johansson said OpenAI's Sky voice sounded eerily similar to hers after she had declined an invitation to voice the system; OpenAI paused use of Sky and denied intentional imitation.

почему важно

High-signal likeness/provenance event: professional identity itself becomes reproducible, making signal ownership and consent central to creative-labor agency.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Contested allegation; note OpenAI denial and voice pause.

SIG_2024_COLORADO_AI_ACT
Colorado AI Act covers high-risk AI in employment decisions
2024-05-17 US A high

Colorado enacted SB24-205 requiring reasonable care by developers/deployers of high-risk AI systems including consequential employment decisions.

почему важно

Shows state-level movement from audit notice toward broader AI employment governance.

измерения / агентность

D03 vertical exit D05 lateral professional exit D09 employment form exit A7

оговорка

Track amendments/effective-date changes separately.

SIG_2024_SYNTHID_TEXT_VIDEO_WATERMARKING
Google DeepMind extends SynthID watermarking to AI-generated text and video
2024-05-14 global A high

Google DeepMind announced watermarking methods for AI-generated text and video and described bringing SynthID to key Google products.

почему важно

Technical provenance signal: watermarking moves beyond images into text/video, directly relevant to education, hiring portfolios, and creator-market authenticity.

измерения / агентность

D08 industry return D05 lateral professional exit A1 A5 A7

оговорка

Technical release; real-world reliability and adversarial robustness should be tracked separately.

SIG_2024_TIKTOK_C2PA_AUTO_LABELING
TikTok begins automatically labeling AI-generated content with C2PA Content Credentials from other platforms
2024-05-09 global A/B high

TikTok announced it would start automatically labeling AI-generated content uploaded from certain other platforms by using C2PA Content Credentials, describing itself as the first video-sharing platform to implement the technology this way.

почему важно

Important provenance adoption signal for creator labor: standardized metadata starts to cross platform boundaries, shaping how AI-made work is identified and valued.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Platform adoption event; coverage depends on upstream tools embedding credentials.

SIG_2024_WORKDAY_MOBLEY
Mobley v. Workday becomes major AI hiring-discrimination test case
2024-04-09 US A/B medium

EEOC amicus argued Workday could be subject to anti-discrimination law in suit alleging AI screening discriminated by race, age and disability.

почему важно

Tests accountability of HR software vendors when automated tools screen applicants before human review.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A6 A7

оговорка

Unresolved litigation; allegations not findings.

SIG_2024_TURNITIN_ONE_YEAR_200M_PAPERS
Turnitin says its AI detector reviewed over 200 million papers in first year, flagging 22 million with substantial AI-writing signal
2024-04-09 global B/C medium_high

On the first anniversary of its detector, Turnitin said the tool had reviewed over 200 million papers since April 2023; over 22 million had at least 20% AI-written content and over 6 million had at least 80% AI-written content, according to Turnitin's model outputs.

почему важно

Balances the rollback narrative: institutional adoption did not vanish after Vanderbilt/OpenAI; detector usage scaled massively while reliability and fairness concerns persisted.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Counts are detector outputs, not verified misconduct. Use as adoption/load signal, not ground truth about cheating prevalence.

SIG_2024_OFCCP_AI_SELECTION_FAQ
OFCCP flags federal-contractor AI selection procedures for validation scrutiny
2024-04-05 US A high

OFCCP joined federal agencies in AI guidance and noted that it would analyze federal contractors' AI-based selection procedures under validation and equal-opportunity requirements.

почему важно

Directly useful for testing applicant-scoring signals and mapping hiring AI to credential portability and institutional constraints.

измерения / агентность

D05 lateral professional exit D09 employment form exit A5 A7

источники

SIG_2024_META_AI_CONTENT_LABELING_POLICY
Meta shifts from removing narrow manipulated media to labeling broader AI-generated content
2024-04-05 global A/B high

Meta announced that it would start labeling organic AI-generated content in May 2024 and stop removing content solely under its manipulated-video policy in July, moving toward labeling and context.

почему важно

Provenance governance signal: platforms are operationalizing AI disclosure through labels, but those labels can also affect creator reputation and signal preservation.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Pair with July 2024 label adjustment if tracking false-positive effects.

SIG_2024_COHEN_BARD_FAKE_CASES_NO_SANCTIONS
Michael Cohen episode shows court limits of AI-generated fake-citation sanctions
2024-03-20 US B medium_high

A federal judge declined to sanction Michael Cohen for mistakenly providing AI-generated fake citations, calling the episode embarrassing but not sanctionable on the facts.

почему важно

Contrast case for legal AI professional-error taxonomy: not every hallucination leads to sanction; intent, role and verification duties matter.

измерения / агентность

D08 industry return D04 vertical return A1 A7
SIG_2024_SEC_AI_WASHING_DELPHIA_GLOBAL_PREDICTIONS
SEC settles first AI-washing cases with Delphia and Global Predictions
2024-03-18 US A high

The SEC charged two investment advisers with making false and misleading statements about their purported use of AI; the firms settled and paid $400,000 in civil penalties.

почему важно

High-quality signal for industry re-entry and professional-signal preservation: AI branding can distort market credibility and credential signals in financial advisory work.

измерения / агентность

D07 industry exit D08 industry return A5 A7
SIG_2024_YOUTUBE_SYNTHETIC_CONTENT_DISCLOSURE_TOOL
YouTube requires creators to disclose realistic altered or synthetic content, including generative AI
2024-03-18 global A/B high

YouTube introduced a Creator Studio tool requiring creators to disclose when realistic content that could be mistaken for a real person, place, scene or event was made with altered or synthetic media, including generative AI.

почему важно

Platform-level provenance event: creators' career signals and audience trust increasingly depend on disclosure workflows, not just content quality.

измерения / агентность

D08 industry return D09 employment form exit A4 A5 A7

оговорка

Disclosure only for realistic altered/synthetic content; not blanket AI disclosure.

SIG_2024_RU_SELF_EMPLOYED_ILLEGAL_EMPLOYMENT_COMMISSIONS
Russia starts interagency oversight commissions targeting disguised self-employment
2024-03-01 RU B medium_high

New Russian rules created interagency commission mechanisms to detect illegal employment and misuse of self-employed contractor status.

почему важно

RU D10 signal: self-employment is increasingly treated as a compliance boundary rather than a purely flexible work form.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7

оговорка

Use as regulatory/enforcement signal. Primary official legal acts should be pinned in a later legal appendix.

SIG_2024_KLARNA_700_AGENT_EQUIVALENT
Klarna says AI assistant handles work equivalent to hundreds of support agents
2024-02-28 EU B/C medium исходное

Klarna said its AI assistant handled two-thirds of customer-service chats and work equivalent to about 700 full-time agents; later reporting linked AI to shrinking headcount.

почему важно

Strong service-work automation signal with contractor/outsourcing ambiguity.

измерения / агентность

D05 lateral professional exit D09 employment form exit D10 employment form return A1 A6

оговорка

Corporate self-report; outsourcing status matters.

источники

SIG_2024_AUTOMATORS_AI_FTC_BUSINESS_OPPORTUNITY
FTC action bans owners of Automators AI e-commerce money-making scheme
2024-02-27 US A high

The FTC said owners of an AI-branded e-commerce scheme agreed to surrender millions in assets and face bans from selling business opportunities or coaching programs involving ecommerce stores.

почему важно

Useful for employment-form exit: AI entrepreneurship/freelance opportunities can be marketed as mobility pathways but carry deception and income-risk constraints.

измерения / агентность

D09 employment form exit D10 employment form return A2 A7
SIG_2024_AIR_CANADA_CHATBOT
Air Canada held liable for misleading chatbot information
2024-02-14 global A/B high

British Columbia tribunal found Air Canada liable after its chatbot gave a passenger incorrect information about bereavement fare refunds.

почему важно

Shows organization-level responsibility for AI customer-service outputs.

измерения / агентность

D05 lateral professional exit D09 employment form exit A7

оговорка

Professional workflow responsibility, not direct displacement.

SIG_2024_SECOND_CIRCUIT_AI_FAKE_CASE_DISCIPLINE
Second Circuit refers lawyer for possible discipline over AI-invented citation
2024-01-30 US B medium_high

Reuters reported that another New York lawyer faced potential discipline after an AI chatbot invented a case citation in a court filing.

почему важно

Adds second legal-sector professional-error signal after Mata v. Avianca, useful for mapping signal preservation and reputational penalties.

измерения / агентность

D08 industry return D04 vertical return A1 A7

источники

SIG_2024_ASU_OPENAI_HIGHER_ED_PARTNERSHIP
Arizona State University becomes first higher-education institution to collaborate with OpenAI on ChatGPT Enterprise
2024-01-18 US A/B high

Arizona State University announced a collaboration with OpenAI giving the ASU community access to ChatGPT Enterprise for teaching, learning and discovery, described by ASU as the first higher-education collaboration of its kind.

почему важно

Positive adoption counterweight to ban/detector signals: AI becomes an institutionally sanctioned skill layer rather than only a cheating/provenance problem.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A2 A5

оговорка

Corporate partnership; use as adoption signal, not outcome evaluation.

SIG_2024_DUOLINGO_CONTRACTOR_CUTS
Duolingo cuts contractors while increasing AI-generated content workflows
2024-01-08 US B medium_high исходное

Duolingo confirmed it cut roughly 10% of its contractor workforce as it used generative AI to streamline content and translation workflows.

почему важно

Directly relevant to employment-form vulnerability: contractors may be displaced before full-time staff.

измерения / агентность

D09 employment form exit D10 employment form return D05 lateral professional exit A1 A6

оговорка

Good D10 test case, but not return-panel evidence.

SIG_2023_NYT_OPENAI_CASE
The New York Times sues OpenAI and Microsoft over use of journalism
2023-12-27 US A/B high

The New York Times sued OpenAI and Microsoft alleging unauthorized use of Times journalism to train and operate generative AI systems.

почему важно

High-signal case for economic value of professional output and provenance under AI training regimes.

измерения / агентность

D07 industry exit D08 industry return A2 A7

оговорка

Litigation unresolved; provenance/value signal.

SIG_2024_AMAZON_FRANCE_LOGISTIQUE_MONITORING_FINE
CNIL fines Amazon France Logistique €32M for excessive employee monitoring
2023-12-27 EU A high

France's CNIL fined Amazon France Logistique €32 million for an excessively intrusive system monitoring warehouse employee activity and performance.

почему важно

Strong signal for automated worker monitoring as a structural constraint on agency inside large logistics workplaces.

измерения / агентность

D03 vertical exit D04 vertical return D09 employment form exit A7 A6

оговорка

Event date is decision date; public reporting followed in Jan 2024.

SIG_2023_RITEAID_FACIAL_RECOGNITION_FTC
FTC bans Rite Aid from using facial recognition for surveillance for five years
2023-12-19 US A high

The FTC said Rite Aid failed to implement reasonable procedures and prevent consumer harm when it used facial recognition in hundreds of stores, and the settlement prohibited surveillance use for five years.

почему важно

Shows concrete liability for automated surveillance systems deployed in frontline retail workflows, with direct implications for worker oversight, customer-facing staff decisions and institutional constraints.

измерения / агентность

D09 employment form exit D05 lateral professional exit A6 A7

оговорка

Code as surveillance/governance signal, not pure hiring case.

SIG_2023_HUMANA_NHPREDICT_LAWSUIT
Humana sued over alleged use of nH Predict algorithm in Medicare Advantage denials
2023-12-13 US B/C medium

A lawsuit alleged Humana used the nH Predict algorithm to deny care in Medicare Advantage, echoing claims around algorithmic estimates overriding clinical judgment.

почему важно

Relevant to agency because AI-driven administrative constraints may alter healthcare professional roles, liability and re-entry signal value.

измерения / агентность

D07 industry exit D08 industry return A7 A1

оговорка

Primary legal complaint should be pinned before litigation use.

SIG_2023_UNITEDHEALTH_NHPREDICT_LAWSUIT
UnitedHealth sued over alleged AI-driven denial of post-acute care
2023-11-14 US B medium_high

A proposed class action alleged that UnitedHealth used an AI algorithm to systematically deny elderly patients extended care such as nursing-facility stays.

почему важно

Professional workflow signal: AI can reshape clinicians' and case managers' discretion, creating institutional constraints around professional judgment.

измерения / агентность

D07 industry exit D08 industry return A1 A7

оговорка

Allegations pending/contested; code as litigation signal.

SIG_2023_SAG_AFTRA_DIGITAL_REPLICAS
SAG-AFTRA TV/Theatrical agreement includes digital-replica protections
2023-11-08 US A high

SAG-AFTRA resolved its 2023 strike with terms including AI and digital-replica protections for performers.

почему важно

Shows professional identity, likeness, consent and compensation becoming explicit bargaining objects under AI.

измерения / агентность

D08 industry return D09 employment form exit D10 employment form return A2 A7

оговорка

Signal preservation for creative-project markets.

источники

SIG_2023_BIDEN_AI_EO_WORKERS
US Executive Order on AI includes worker-protection and labor-market provisions
2023-10-30 US A/B high

The US executive order on AI directed federal actions on safe and trustworthy AI, including attention to civil rights, worker protections and labor-market impacts.

почему важно

Federal recognition that AI affects workers, not only consumers or national security.

измерения / агентность

D03 vertical exit D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Version with 2025 revocation; not stable current rule.

SIG_2023_WGA_AI_CONTRACT
WGA contract establishes AI protections for writers
2023-09-26 US A/B high

The 2023 WGA agreement established protections around AI-generated material, disclosure, credit, compensation and training-use disputes.

почему важно

Professional group turns AI risk into contract language and collective agency.

измерения / агентность

D07 industry exit D08 industry return D09 employment form exit A2 A4 A7

оговорка

Useful collective-agency and D08 signal-preservation precedent.

SIG_2023_AUTHORS_GUILD_OPENAI_LAWSUIT
Authors Guild and prominent authors file class action against OpenAI over book training data
2023-09-20 US A/B high

The Authors Guild and 17 authors filed a class-action lawsuit against OpenAI alleging copyright infringement from use of their fiction works to train GPT models.

почему важно

Adds a professional-signal preservation case for writers: authorship, corpus provenance, and training-data consent become part of career-capital protection.

измерения / агентность

D08 industry return D05 lateral professional exit A4 A5 A7

оговорка

Allegations unresolved; classify as litigation signal.

SIG_2023_ONCLUSIVE_FRANCE_AI_LAYOFFS
Onclusive France layoffs cited as European media-monitoring AI displacement case
2023-09-14 EU C medium_low

Reports described Onclusive's French subsidiary as planning to lay off more than 200 employees while shifting media-monitoring work toward AI-enabled processes.

почему важно

Useful weak-to-medium signal for desk-research agent testing because it illustrates contested AI-displacement claims in non-US white-collar workflows.

измерения / агентность

D05 lateral professional exit D08 industry return A1 A6

оговорка

Confidence lower because available English source is secondary; should be upgraded only with French primary union/company documents.

источники

SIG_2023_ITUTORGROUP_EEOC
EEOC settles first AI hiring-discrimination case against iTutorGroup
2023-09-11 CN A high

iTutorGroup agreed to pay $365,000 after EEOC alleged its software rejected female applicants 55+ and male applicants 60+ for remote tutoring roles.

почему важно

Clean example of algorithmic gating in access to professional work.

измерения / агентность

D01 geographic exit D05 lateral professional exit D09 employment form exit A6 A7

оговорка

High-confidence settlement; not prevalence estimate.

источники

SIG_2023_UNESCO_GENAI_EDUCATION_GUIDANCE
UNESCO publishes first global guidance on generative AI in education and research
2023-09-07 global A high

UNESCO published global guidance on generative AI in education and research, aimed at helping countries develop immediate actions, long-term policies and human capacity for a human-centered approach.

почему важно

Global policy anchor for education-mediated career agency: AI literacy and assessment integrity become part of the credential-portability and skills-capital environment.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Use as guidance/policy source, not as measured outcomes.

SIG_2023_VANDERBILT_DISABLES_TURNITIN_AI_DETECTOR
Vanderbilt disables Turnitin AI detector over transparency and false-positive concerns
2023-08-16 US B high

Vanderbilt announced that it was disabling Turnitin's AI detection tool, citing concerns about transparency, lack of disable options at launch, and false-positive risk.

почему важно

Institutional rollback signal: universities are not merely adopting AI detection; some are rejecting it as too risky for student agency and credential integrity.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Useful as a named institutional decision, not a universal higher-education pattern.

SIG_2023_CHINA_GENAI_INTERIM_MEASURES
China's interim generative AI measures take effect
2023-08-15 CN A high

Chinese authorities issued interim measures for generative AI services, effective August 15, 2023, with obligations around information security, personal information and content governance.

почему важно

Country-operationalization signal for CN: generative AI governance shapes professional-tool access, vendor risk and cross-border comparability.

измерения / агентность

D05 lateral professional exit D07 industry exit D08 industry return A7 A5
SIG_2023_WHITE_HOUSE_AI_VOLUNTARY_WATERMARKING_COMMITMENTS
White House voluntary AI commitments include watermarking and AI-generated-content labeling
2023-07-21 US A/B high

Seven leading AI companies made voluntary White House commitments that included developing mechanisms such as watermarking to help users identify AI-generated content.

почему важно

Policy anchor for provenance: platform commitments began to translate content authenticity into a mainstream AI-governance requirement.

измерения / агентность

D08 industry return A5 A7

оговорка

Voluntary commitments, not binding law.

SIG_2023_OPENAI_AI_CLASSIFIER_RETIRED
OpenAI retires AI Text Classifier due to low accuracy
2023-07-20 global A high

OpenAI updated its AI Text Classifier post to state that, as of July 20, 2023, the classifier was no longer available due to a low rate of accuracy.

почему важно

Clean provenance failure signal: even the model provider withdrew a text-origin detector, reinforcing that education/workforce systems should not rely on detector output as a hard gate.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Retirement date from OpenAI note; launch date was Jan. 31, 2023.

SIG_2023_GPT_DETECTORS_NON_NATIVE_BIAS
Patterns paper finds GPT detectors misclassify non-native English writing as AI-generated
2023-07-10 global A high

Liang et al. published a peer-reviewed Patterns article showing that GPT detectors frequently misclassify non-native English writing as AI-generated.

почему важно

Critical assessment-integrity signal: provenance tools can directly harm credential agency if false positives fall unevenly on non-native writers and international students.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Strong A-level research signal; use as caution against naive AI-detector-based credential decisions.

SIG_2023_ROBODEBT_ROYAL_COMMISSION
Australia Robodebt Royal Commission reports on unlawful automated welfare debt scheme
2023-07-07 global A high

The Royal Commission into the Robodebt Scheme presented its report after investigating Australia's unlawful automated welfare debt-recovery scheme.

почему важно

Strong public-sector analogue for agency constraints: automated decisions can impose debt, reduce mobility and demonstrate why contestability and human oversight matter.

измерения / агентность

D01 geographic exit D09 employment form exit A6 A7
SIG_2023_NYC_LL144
NYC Local Law 144 enforcement begins for automated employment decision tools
2023-07-05 US A high

NYC began enforcing AEDT rules requiring recent bias audit publication and candidate/employee notice before use of automated employment decision tools.

почему важно

Creates audit/notice layer for AI-mediated hiring and promotion.

измерения / агентность

D03 vertical exit D05 lateral professional exit A6 A7

оговорка

Governance signal; does not prove audit effectiveness.

SIG_2023_MATA_AVIANCA_SANCTIONS
Lawyers sanctioned after filing ChatGPT-generated fake cases
2023-06-22 US A/B high

A federal judge sanctioned lawyers and their firm after a brief cited fictitious cases generated by ChatGPT in Mata v. Avianca.

почему важно

Canonical professional-liability incident damaging professional trust and court process.

измерения / агентность

D06 lateral professional return D08 industry return A1 A7

оговорка

Seed signal-preservation metric: sanctions, client notice, bar referral.

SIG_2023_AXEL_SPRINGER_BILD_AI_JOBS_WARNING
Axel Springer/Bild job cuts become early media-sector AI-role-restructuring signal
2023-06-20 EU B/C medium

After Axel Springer announced cost-cutting at Bild and Welt, reporting and executive statements linked some future editorial role changes to AI-enabled workflows, though the company disputed simple AI-replacement framing.

почему важно

Useful medium-confidence case for industry re-entry and signal preservation in journalism: AI changes role boundaries and portfolio value without clean displacement proof.

измерения / агентность

D07 industry exit D08 industry return D05 lateral professional exit A1 A4

оговорка

Code as restructuring/role-boundary signal; avoid claiming direct replacement unless source-specific.

SIG_2023_TURNITIN_FALSE_POSITIVE_RATES_BLOG
Turnitin publishes false-positive guidance for AI-writing detection and tells instructors not to treat scores as conclusions
2023-06-14 global B high

Turnitin stated that its document-level false-positive rate was below 1% for documents with 20% or more AI writing, but sentence-level false positives were around 4%, and advised educators to use highlighted text as an area of interest to start a conversation rather than draw a conclusion.

почему важно

Important nuance: even pro-detector vendor guidance pushes against hard-gate use. This supports coding AI detection as a weak signal, not a credential decision layer.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Vendor evidence; useful but should be treated with vendor-bias caveat. Strong for chronology and stated limitations.

SIG_2023_BT_HEADCOUNT_AI
BT announces large headcount reduction plan partly linked to AI and digitization
2023-05-18 EU B medium

BT said it would cut up to 55,000 jobs by 2030; reporting emphasized digitization and AI could eliminate about 10,000 roles.

почему важно

Shows AI embedded in broader capital-cycle restructuring rather than pure task substitution.

измерения / агентность

D07 industry exit D08 industry return D03 vertical exit A1 A6

оговорка

Do not code all 55,000 as AI replacement.

источники

SIG_2023_EEOC_TITLEVII_AI_ADVERSE_IMPACT_GUIDANCE
EEOC technical assistance warns employers that AI selection tools can create Title VII adverse-impact liability
2023-05-18 US A high

EEOC released technical assistance on software, algorithms, and AI used in employment selection procedures, emphasizing that employers can be responsible for discriminatory outcomes even when tools are designed or administered by vendors.

почему важно

Adds a key legal-operational layer to candidate agency: employer responsibility does not disappear when applicant scoring is outsourced to AI vendors.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Complements the existing EEOC/DOJ ADA AI guidance signal.

SIG_2023_TEXAS_AM_CHATGPT_FALSE_ACCUSATION
Texas A&M-Commerce professor uses ChatGPT as detector and falsely accuses students of AI cheating
2023-05-17 US B/C medium_high

A Texas A&M University-Commerce instructor accused a class of using ChatGPT after asking ChatGPT whether it had written student work. Reports said students' grades or graduation status were affected until the claims were revisited.

почему важно

Early concrete harm signal: in the absence of reliable provenance tools, educators improvised with unreliable model self-reporting, creating credential-risk for students.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Code as medium-high because reporting is strong but not a formal court/regulatory record. The key signal is not Turnitin-specific; it is provenance panic and unreliable detection practice.

SIG_2023_CHEGG_CHATGPT_SHOCK
Chegg warns ChatGPT is hurting subscriber growth, triggering major market shock
2023-05-02 US B high

Chegg warned ChatGPT was pressuring subscriber growth and suspended full-year outlook; shares dropped about 47% in early trading.

почему важно

Early public-market signal that generative AI can compress an education/professional-learning intermediary.

измерения / агентность

D07 industry exit D08 industry return D05 lateral professional exit A1 A6

оговорка

Market signal, not worker-level displacement.

источники

SIG_2023_IBM_HIRING_PAUSE
IBM pauses hiring for roles expected to be replaceable by AI
2023-05-01 US B medium_high исходное

IBM's CEO said hiring would pause or slow for back-office roles and about 7,800 jobs could be replaced by AI/automation over several years.

почему важно

Early high-profile example of hiring freezes as displacement, not only layoffs.

измерения / агентность

D03 vertical exit D05 lateral professional exit D07 industry exit A1 A6

оговорка

Anticipated displacement; not realized one-for-one replacement.

источники

SIG_2023_US_ED_AI_TEACHING_LEARNING_REPORT
US Department of Education releases AI and Future of Teaching and Learning report
2023-05-01 US A high

The U.S. Department of Education published a May 2023 report on AI and the future of teaching and learning, recommending human-centered, transparent, equitable approaches to AI in education.

почему важно

Education-policy anchor for A1/A2: institutions began moving from ad hoc ChatGPT responses toward formal AI-literacy and governance frameworks.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A2 A5 A7

оговорка

Month-level date; report is dated May 2023.

SIG_2023_DROPBOX_AI_ERA_LAYOFFS
Dropbox cuts 16% of workforce while reallocating toward AI products
2023-04-27 US B high

Dropbox announced about 500 layoffs, or 16% of its workforce, with leadership citing slowing growth and the arrival of the AI era while planning to hire new AI-focused talent.

почему важно

Clean workforce-reallocation signal: not one-for-one replacement, but AI-era capability shift changing return and lateral mobility prospects.

измерения / агентность

D05 lateral professional exit D07 industry exit D04 vertical return A1 A6
SIG_2023_TURNITIN_AI_WRITING_DETECTOR_LAUNCH
Turnitin launches AI-writing detector for education integrity workflows
2023-04-04 US B high

Turnitin activated its AI-writing detection capability for educators amid rapid adoption of ChatGPT and institutional concern about AI-assisted academic work.

почему важно

High-signal education provenance event: schools began operationalizing AI-origin detection as part of assessment and credential integrity, even before detector reliability was settled.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Pair with Vanderbilt disablement and GPT-detector bias signals; do not treat detector outputs as ground truth.

SIG_2023_ITALY_CHATGPT_BAN
Italy temporarily bans ChatGPT over data-protection concerns
2023-03-30 EU A/B high

Italy's data-protection authority temporarily restricted ChatGPT processing of Italian users' data over privacy and legal-basis concerns.

почему важно

State-level interruption of a general-purpose AI tool used across professional and educational workflows.

измерения / агентность

D05 lateral professional exit D09 employment form exit A7

оговорка

Platform access / regulatory volatility signal.

SIG_2023_CIGNA_PXDX_ALGORITHM_CLAIMS_DENIAL
Cigna PxDx reporting and lawsuit highlight automated claim-denial workflow
2023-03-25 US B medium_high

ProPublica reported that Cigna used PxDx to process large volumes of claim denials, and subsequent legal/regulatory attention challenged the role of automated review in medical-payment decisions.

почему важно

Adds healthcare-insurance signal for professional workflow compression and human oversight limits.

измерения / агентность

D07 industry exit D08 industry return A1 A7

оговорка

Use with care: PxDx described as algorithmic automation; Cigna disputed framing.

SIG_2023_SADASIVAN_AI_TEXT_DETECTION_UNRELIABLE
Sadasivan et al. stress-test finds AI-generated text detection vulnerable to paraphrasing and spoofing
2023-03-17 global A/B high

Sadasivan et al. argued empirically and theoretically that AI-text detectors are unreliable in practical adversarial settings: recursive paraphrasing can reduce detection rates while preserving quality, and watermark-like signatures can be vulnerable to spoofing attacks.

почему важно

Adds the adversarial-mechanics layer beneath the education events: detector failure is not only a false-positive issue but also an evasion and spoofing problem.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A4 A7

оговорка

Research signal; not tied to one institutional deployment. Useful as mechanism evidence for the detector-collapse narrative.

источники

SIG_2023_META_YEAR_OF_EFFICIENCY_FLATTENING
Meta Year of Efficiency memo asks many managers to become individual contributors
2023-03-14 US A high

Meta announced it would flatten the organization by removing multiple layers of management and asking many managers to become individual contributors.

почему важно

Canonical D04 signal: manager→IC track switching was formalized at scale by a major tech company.

измерения / агентность

D04 vertical return D03 vertical exit A2 A6

оговорка

Existing v0.2 had AI/layoff signals; this adds explicit manager→IC track-switch evidence.

источники

SIG_2023_IB_CHATGPT_CITATION_NOT_BAN_POLICY
International Baccalaureate rejects a ChatGPT ban and treats AI output as citeable source material
2023-03-01 global A/B high

The International Baccalaureate stated that it would not ban AI software, arguing that bans are an ineffective response to innovation, and instead required use to align with academic-integrity rules and attribution practices.

почему важно

Contrasts with detector-first responses: IB framed the provenance problem as citation/transparency and assessment redesign rather than pure detection.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Useful counterexample: not all institutions responded with bans or detectors; some shifted to attribution and AI literacy.

SIG_2023_OPENAI_AI_CLASSIFIER_LAUNCH
OpenAI launches AI Text Classifier with explicit warnings that it is not fully reliable
2023-01-31 global A high

OpenAI released an AI Text Classifier and disclosed major limitations: on its English challenge set it identified 26% of AI-written text as likely AI-written and incorrectly labeled 9% of human-written text as AI-written. The same page was later updated to say the classifier was retired on July 20, 2023 due to low accuracy.

почему важно

Establishes that the detector rollback was already foreshadowed at launch: the tool was explicitly positioned as imperfect and not suitable as a primary decision-making mechanism.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

Pair with SIG_2023_OPENAI_AI_CLASSIFIER_RETIRED. This is not a separate contradiction; it shows launch-time caveating followed by retirement after classroom uptake.

источники

SIG_2023_NIST_AI_RMF
NIST releases AI Risk Management Framework 1.0
2023-01-26 US A high

NIST released AI RMF 1.0, a voluntary framework for managing risks from designing, developing, deploying or using AI systems.

почему важно

Baseline for coding whether professional-workflow AI deployments are governed, mapped, measured and managed.

измерения / агентность

D03 vertical exit D05 lateral professional exit D09 employment form exit A7

оговорка

Governance/control baseline, not harm signal.

источники

SIG_2023_CNET_AI_CONTENT
CNET AI-generated articles trigger corrections and labor pushback
2023-01-17 US B medium_high

CNET's AI-generated personal-finance articles drew criticism for errors and corrections; staff later unionized citing editorial independence, layoffs and AI transparency concerns.

почему важно

Links AI content production, quality control, editorial labor and professional trust.

измерения / агентность

D07 industry exit D08 industry return D09 employment form exit A1 A2 A7

оговорка

Quality/provenance signal; layoffs had multiple causes.

SIG_2023_GETTY_STABILITY_AI_UK_LAWSUIT
Getty Images sues Stability AI in UK over Stable Diffusion training and outputs
2023-01-16 EU A/B high

Getty Images issued UK proceedings against Stability AI over Stable Diffusion, including claims related to web scraping, training data, outputs, database rights, trademarks and passing off.

почему важно

Important provenance/IP signal for creative professionals: training-data origin and output attribution can determine whether prior creative signals retain value in an AI-mediated market.

измерения / агентность

D08 industry return D05 lateral professional exit A4 A5 A7

оговорка

Use 2023 filing as event; later 2025 UK ruling should be a separate follow-up if needed.

SIG_2023_CHINA_DEEP_SYNTHESIS_RULES
China deep synthesis rules take effect for deepfake-style AI services
2023-01-10 CN B medium_high

China's provisions on deep synthesis services came into effect in January 2023, creating obligations for providers of synthetic text, image, audio and video services.

почему важно

Relevant for professional signal integrity and credential/reputation preservation because synthetic media can distort portfolios, identity and market trust.

измерения / агентность

D08 industry return D10 employment form return A4 A7
SIG_2024_NYC_CHATGPT_BAN_REVERSAL
NYC schools move from ChatGPT ban to AI-use guidance, illustrating the ban-to-literacy pivot
2023-01-03 US B high

New York City schools blocked ChatGPT access on school networks in early January 2023 over learning and content concerns, then reversed the block in May 2023 and moved toward teaching-and-learning guidance rather than simple access denial.

почему важно

Shows the same institutional rhythm as detectors: first response was surface restriction; later response shifted toward governance, literacy and acceptable-use norms.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A5 A7

оговорка

This is a policy-pivot signal, not a detector event. Useful in the broader provenance-collapse response taxonomy.

SIG_2022_STACKOVERFLOW_CHATGPT_BAN
Stack Overflow temporarily bans ChatGPT-generated answers
2022-12-05 global B high

Stack Overflow moderators temporarily banned ChatGPT-generated answers, citing high error rates and moderation burden.

почему важно

Early signal that AI can flood professional knowledge channels with low-trust output.

измерения / агентность

D05 lateral professional exit D06 lateral professional return A1 A7

оговорка

Trust/provenance/quality signal, not labor displacement.

SIG_2022_COPILOT_CLASS_ACTION
Developers sue GitHub, Microsoft and OpenAI over Copilot/open-source licensing
2022-11-03 US B medium

A class action alleged Copilot violated open-source licenses and developer rights by training on and generating code from public repositories.

почему важно

Professional-output provenance and licensing become part of developer career/business risk.

измерения / агентность

D07 industry exit D08 industry return A1 A7

оговорка

Allegations unresolved/partly narrowed; provenance signal.

SIG_2022_NLRB_ALGORITHMIC_MONITORING_MEMO
NLRB General Counsel memo targets intrusive electronic monitoring and automated management
2022-10-31 US A high

The NLRB General Counsel announced an enforcement approach aimed at protecting workers from intrusive or abusive electronic monitoring and automated management practices.

почему важно

Core signal for agency: algorithmic monitoring can suppress organizing and shape mobility/exit decisions without formal job loss.

измерения / агентность

D03 vertical exit D04 vertical return D09 employment form exit A7 A6

источники

SIG_2022_EEOC_DOJ_AI_ADA_GUIDANCE
EEOC and DOJ warn employers about AI hiring tools and disability discrimination
2022-05-12 US A high

EEOC and DOJ issued technical assistance warning that AI, algorithms and software used in hiring and employment decisions must comply with the ADA.

почему важно

High-quality pre-litigation signal for AI hiring: tool design can change access to work for disabled applicants and workers.

измерения / агентность

D05 lateral professional exit D09 employment form exit A5 A7
SIG_2022_C2PA_V1_CONTENT_PROVENANCE_STANDARD
C2PA releases version 1.0 technical specification for content provenance
2022-01-26 global A high

The Coalition for Content Provenance and Authenticity released version 1.0 of its technical specification for digital provenance, enabling tamper-evident metadata about content origin and edits.

почему важно

Foundational provenance standard for testing signal preservation: it defines infrastructure for verifying whether content is human-created, AI-generated, or modified.

измерения / агентность

D08 industry return A4 A5 A7

оговорка

Technical standard, not an adoption event. Pair with platform adoption events.

SIG_2021_SPAIN_RIDER_LAW_ALGO_TRANSPARENCY
Spain's Rider Law creates employment presumption and algorithmic-transparency rights for delivery platforms
2021-08-12 EU B medium_high

Spain's rider law amended worker-status rules for delivery-platform workers and is widely described as including algorithmic-transparency obligations through worker representatives.

почему важно

High-signal country precedent for employment-form exit/return: the legal status of platform work changes the reversibility of salaried↔gig transitions.

измерения / агентность

D09 employment form exit D10 employment form return A7 A6

оговорка

Secondary source used for English-language summary; verify against Spanish BOE if used legally.

SIG_2021_FOODINHO_ALGORITHMIC_MANAGEMENT_FINE
Italian DPA fines Foodinho over algorithmic management and rider data practices
2021-07-05 EU B medium_high

Italy's data protection authority fined Foodinho, part of the Glovo group, over use of performance algorithms and rider-data practices.

почему важно

Concrete enforcement signal for algorithmic management in platform work, useful for testing institutional constraints and employment-form mobility risk.

измерения / агентность

D09 employment form exit D10 employment form return A7 A6
SIG_2021_GITHUB_COPILOT_LAUNCH
GitHub Copilot launches technical preview as AI pair programmer
2021-06-29 global A/C high

GitHub launched Copilot technical preview, describing it as an AI pair programmer that suggests lines or functions from code context.

почему важно

Early mass-market signal of generative AI entering a core professional workflow: software development.

измерения / агентность

D05 lateral professional exit D07 industry exit D04 vertical return A1 A3

оговорка

Positive capability signal; pair with later IP/security/provenance cases.

источники

SIG_2021_HIREVUE_DROPS_FACIAL_ANALYSIS
HireVue drops facial-expression analysis from AI video-interview assessments after criticism
2021-01-12 US B high

HireVue said it was removing facial-expression analysis from its video-interview screening software, while continuing other AI-based assessment features such as language and speech analysis.

почему важно

Clean кадровый signal for model rollback: a high-profile hiring vendor removed a controversial biometric proxy, showing that applicant-scoring features can be socially and legally contested even before final liability is resolved.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Vendor rollback, not court finding. Keep as B-level event, not proof of illegal discrimination.

SIG_2020_HM_EMPLOYEE_MONITORING_GDPR_FINE
Hamburg DPA fines H&M €35.3M for extensive employee monitoring and private-life data collection
2020-10-02 EU A high

Hamburg's data protection authority imposed a €35.3M fine on H&M for data-protection violations involving monitoring of several hundred employees at a service center, including extensive notes about employees' private lives.

почему важно

Strong personnel-data signal: HR information systems can become high-friction surveillance infrastructure that affects worker agency, exit safety, and trust in employer-side data practices.

измерения / агентность

D09 employment form exit D10 employment form return A6 A7

оговорка

Non-AI but high-value baseline for workforce data governance and employee-surveillance harms.

SIG_2020_MARYLAND_FACE_RECOGNITION_INTERVIEW_LAW
Maryland law requires consent before facial-recognition services in job interviews
2020-10-01 US A high

Maryland enacted a law prohibiting employers from using certain facial-recognition services during employment interviews unless the applicant consents.

почему важно

Early US state-level signal for regulating automated applicant assessment and consent in hiring workflows.

измерения / агентность

D05 lateral professional exit D09 employment form exit A5 A7

источники

SIG_2020_UK_ALEVEL_ALGORITHM
UK A-level grading algorithm controversy forces reversal
2020-08-17 EU B high

An algorithmic standardization process downgraded many teacher-predicted grades after exams were canceled, triggering backlash and reversal to teacher-assessed grades.

почему важно

Credential-allocation failure affecting educational progression and labor-market entry channels.

измерения / агентность

D05 lateral professional exit D01 geographic exit A5 A7

оговорка

Not generative AI; strong algorithmic entry-channel signal.

SIG_2020_ILLINOIS_AI_VIDEO_INTERVIEW_ACT_EFFECTIVE
Illinois AI Video Interview Act takes effect, requiring notice and consent for AI video-interview evaluation
2020-01-01 US A high

Illinois' Artificial Intelligence Video Interview Act became effective, requiring employers using AI analysis of video interviews to notify applicants, explain the AI evaluation, and obtain consent before evaluation.

почему важно

Early US state-level legal signal that AI-mediated hiring changes the candidate's agency environment: applicants need disclosure and consent before algorithmic evaluation.

измерения / агентность

D05 lateral professional exit D09 employment form exit A6 A7

оговорка

Do not confuse with Illinois HB3773 / IHRA AI employment amendments effective 2026, already separately tracked.