{
  "legislationId": "119_HR_7907",
  "lastUpdate": "2026-03-29T11:21:02.398Z",
  "history": [
    {
      "timestamp": "2026-03-29T11:21:02.398Z",
      "source_url": "https://www.congress.gov/119/bills/hr7907/BILLS-119hr7907ih.htm",
      "model": "gemini-3.1-pro-preview",
      "prompt_sent": "\nJesteś LEGISLATIVE SURGEON.\nTwoim zadaniem jest audyt i naprawa streszczenia (JSON) pod kątem zgodności z tekstem źródłowym (SOURCE).\nZASADA FUNDAMENTALNA: \"NO NEW INFORMATION\" (żadnych nowych informacji).\nStreszczenie może jedynie transformować informacje zawarte w SOURCE (skracać, tłumaczyć, sumować). Nie może generować nowych informacji, których nie ma w SOURCE.\n\nPROCEDURA WERYFIKACJI (wykonaj dla każdego zdania w JSON):\nZadaj sobie pytanie: \"Czy potrafię wskazać w SOURCE konkretny fragment, który potwierdza to stwierdzenie?\"\nJEŚLI ODPOWIEDŹ BRZMI \"TAK\":\nInformacja jest potwierdzona cytatem, synonimem lub wynikiem matematycznym z danych w tekście.\nDECYZJA: Zostaw bez zmian.\nJEŚLI ODPOWIEDŹ BRZMI \"NIE\":\nInformacji nie ma w tekście (jest to halucynacja, zewnętrzna wiedza modelu, nadinterpretacja lub niepotrzebna ekstrapolacja).\nDECYZJA: Usuń tę informację lub zmień ją tak, aby miała pokrycie w tekście.\nJEŚLI ODPOWIEDŹ BRZMI \"TO ZALEŻY\":\nTekst jest niejasny, a streszczenie \"zgaduje\" (np. podając konkretny przykład dla ogólnego terminu).\nDECYZJA: Bądź bezpieczny. Usuń zgadywanie. Użyj terminologii z tekstu.\n\nKATEGORIE RYZYKA (szczególna uwaga):\nDaty (start obowiązywania vs start finansowania).\nLiczby (konkretne kwoty muszą wynikać z tekstu).\nPodmioty (kto co robi).\nZakres (co ustawa obejmuje, a czego nie).\n\nINPUT:\n--- SOURCE_TEXT START ---\n[Congressional Bills 119th Congress] [From the U.S. Government Publishing Office] [H.R. 7907 Introduced in House (IH)] <DOC> 119th CONGRESS 2d Session H. R. 7907 To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. _______________________________________________________________________ IN THE HOUSE OF REPRESENTATIVES March 12, 2026 Mr. Khanna (for himself and Mr. Obernolte) introduced the following bill; which was referred to the Committee on Science, Space, and Technology _______________________________________________________________________ A BILL To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. Be it enacted by the Senate and House of Representatives of the United States of America in Congress assembled, SECTION 1. SHORT TITLE. This Act may be cited as the ``AI-Ready Bio-Data Standards Act''. SEC. 2. DEFINITIONS, STANDARDS, RESOURCES, AND FRAMEWORKS BY THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY FOR CERTAIN BIOLOGICAL DATASETS. (a) Establishment.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the Director of the National Institute of Standards and Technology (in this section referred to as the ``Director''), pursuant to recommendations from the advisory group under subsection (f) and taking into account any feedback received under subsection (e), shall facilitate the establishment of definitions, standards, resources, and frameworks to ensure each biological dataset generated as a result of qualified federally funded research is artificial intelligence-ready. (2) Requirements for definitions, standards, resources, and frameworks.-- (A) Definitions.-- (i) In general.--In carrying out paragraph (1), the Director shall facilitate the establishment of definitions for the following terms: (I) Artificial intelligence-ready. (II) Biomanufacturing. (III) Biotechnology. (IV) Qualified federally funded research. (ii) Requirements for definition of artificial intelligence-ready.-- (I) In general.--In facilitating the establishment of the definition of the term ``artificial intelligence- ready'' under clause (i)(I), the Director shall take such actions as may be necessary to ensure such definition, when applied to a biological dataset, requires such dataset be generated and formatted in a manner that-- (aa) enables the effective use of the dataset for training artificial intelligence models; and (bb) supports advancements in research relating to artificial intelligence and biotechnology. (II) Discretion.--With respect to a biological dataset that otherwise satisfies the definition of ``artificial intelligence-ready'' under clause (i)(I), the Director may, in consultation with the Chief Data Officer of the Federal department or agency that is responsible for such biological dataset, determine that such dataset is not artificial intelligence- ready. (iii) Requirements for definition of qualified federally funded research.--In facilitating the establishment of the definition of the term ``qualified federally funded research'' under clause (i)(IV), the Director shall take such actions as may be necessary to include in such definition certain conditions that, if satisfied, will result in certain federally funded research being qualified federally funded research. Such conditions shall include the following: (I) The amount of Federal funding awarded to a recipient. (II) The capability of the recipient to generate a biological dataset that is artificial intelligence-ready. (III) The expertise of the recipient in generating a biological dataset that is artificial intelligence-ready. (IV) The size of the biological dataset generated by the recipient. (V) Any other condition the Director considers appropriate. (B) Standards.--In carrying out paragraph (1), the Director shall facilitate the establishment of standards relating to making biological datasets artificial intelligence-ready, in accordance with the definition of artificial intelligence-ready under subparagraph (A)(i)(I). (C) Resources and frameworks.--In carrying out paragraph (1), the Director shall facilitate the establishment of data management resources and cybersecurity frameworks for the following: (i) Federal departments and agencies that provide either full or partial Federal funding for research that generates biological datasets. (ii) Federally funded researchers who are collecting, cleaning, curating, or generating biological datasets to make the datasets artificial intelligence-ready. (D) Additional requirements.--The Director shall take such actions as may be necessary to ensure the definitions, standards, resources, and frameworks referred to in paragraph (1)-- (i) are not overly burdensome on recipients of funding for qualified federally funded research, such that the act of generating biological datasets that are artificial intelligence-ready requires resources and expertise beyond those available to the recipients; and (ii) are tested and evaluated in accordance with subsection (c). (3) Annual updates.--Not later than 1 year after the date of the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and annually thereafter, the Director shall review such definitions, standards, resources, and frameworks and, as the Director considers appropriate, shall update such definitions, standards, resources, and frameworks in accordance with this section. (4) Consultation.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall carry out the following: (A) Assess any existing standard related to biotechnology or artificial intelligence, including any standards inventoried pursuant to subsection (b)(1)(A), and, if appropriate, facilitate the incorporation of any such standards in the establishment of the standards referred to in paragraph (2)(B). (B) Consult with the following: (i) The Secretary of Agriculture. (ii) The Secretary of Defense. (iii) The Secretary of Energy. (iv) The Director of the National Aeronautics and Space Administration. (v) The Director of the National Institutes of Health. (vi) The Administrator of the National Science Foundation. (vii) The head of any other Federal department or agency the Director considers appropriate. (C) Seek to consult with the following: (i) Private sector entities from the biotechnology industry. (ii) Members of academia. (5) Personnel.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall hire staff as the Director determines necessary. (b) Information Gathering.-- (1) In general.--Not later than 1 year after the date of the enactment of this Act, the Director shall inventory the following: (A) Existing biotechnology standards utilized by recipients of Federal funding for biotechnology research to generate biological datasets. (B) Existing biological datasets generated by recipients of Federal funding for biotechnology research. (2) Publication.--Not later than 1 year after the Director completes the inventory requirement under paragraph (1), the Director shall make any information inventoried under that paragraph available to the public through a website of the National Institute of Standards and Technology. (c) Test and Evaluation.--Not later than 2 years after the date of the enactment of this Act, the Director shall coordinate with the Administrator of the National Science Foundation to conduct a test and evaluation of the definitions, standards, resources, and frameworks referred to in subsection (a)(1) on a sample of biological datasets generated as a result of qualified federally funded research to determine the following: (1) Whether such definitions, standards, resources, and frameworks are clearly written, easy to follow, and easily applicable for the generation of biological datasets that are artificial intelligence-ready. (2) Whether compliance with such definitions, standards, resources, and frameworks when generating or curating biological datasets results in an undue burden on the recipients of such qualified federally funded research, and if so, how to modify such definitions, standards, resources, or frameworks, as the case may be, so as to reduce such burden. (d) Advice and Assistance Related to Federal Department or Agency Data Standards.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the head of a Federal department or agency that provides funding for qualified federally funded research and that seeks to utilize a biological dataset of such department or agency to train an artificial intelligence model may make a request to the Director to provide advice or assistance with respect to developing the following: (A) Data standards for such training. (B) Any data management plan related to such data standards. (2) Resources.--A head of a Federal department or agency that makes a request pursuant to paragraph (1) may enter into an agreement with the Director to provide to the Director any resources as may be necessary for the Director to provide any advice or assistance related to such request. (3) Oversight mechanisms.--The Director shall establish the following: (A) A regularly updated central repository, made available to the public as the Director determines appropriate, on which the head of any Federal department or agency may publish any data standards, and data management plan related to such standards, relating to utilizing a biological dataset of such department or agency to train an artificial intelligence model. (B) A publicly available database to serve as a single point of access, updated as the Director determines necessary, on which the head of any Federal department or agency may publish artificial intelligence-ready biological datasets. (C) A mechanism available to each Federal department or agency to make a request pursuant to paragraph (1). (4) Public input.--The Director may solicit input and feedback from the public with respect to any advice or assistance related to a request made pursuant to paragraph (1). (e) Public Input and Feedback; Consultation.--In carrying out subsection (a)(1), the Director shall carry out the following: (1) Solicit input and feedback from the public regarding the definitions, standards, resources, and frameworks referred to in such subsection. (2) Consult the heads of Federal departments and agencies that provide funding for qualified federally funded research to ensure such departments and agencies are able to develop data standards, and any data management plan associated with such data standards, related to utilizing a biological dataset of such department or agency to train an artificial intelligence model, including the following: (A) The Secretary of Agriculture. (B) The Secretary of Defense. (C) The Secretary of Energy. (D) The Director of the National Aeronautics and Space Administration. (E) The Director of the National Institutes of Health. (F) The Administrator of the National Science Foundation. (G) The head of any other Federal department or agency as determined by the Director. (f) Advisory Group.-- (1) In general.--Not later than 180 days after the date of the enactment of this Act, the Director shall establish an advisory group to carry out the following: (A) Provide recommendations relating to the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Review and provide feedback with respect to any advice or assistance related to a request made pursuant to subsection (d)(1). (C) Provide recommendations to academic journals for guidelines relating to artificial intelligence- ready biological datasets. (D) Solicit recommendations from the academic community regarding implementation of the definitions, standards, resources, and frameworks. (E) Provide any other guidance the Director may request. (2) Membership.-- (A) In general.--The advisory group established under paragraph (1) shall be composed of not fewer than 12 members. The Director shall carry out the following: (i) Appoint representatives of Federal departments or agencies that award funds to recipients to carry out qualified federally funded research. (ii) Seek to appoint representatives of academia, private sector entities, and academic publishers. (B) Terms.-- (i) In general.--Each member shall serve for a term of 2 years. (ii) Renewal.--Subject to the discretion of the Director, the term of each member may be renewed for an additional 2-year term. (3) Chairperson.-- (A) Appointment.--The Chairperson of the advisory group shall be designated by the Director from among the members. (B) Term.--The term of the Chairperson shall be 1 year. (C) Renewal.--Subject to the discretion of the Director, the term of a Chairperson may be renewed for an additional 1-year term. (4) Reports.-- (A) Interim report.--Not later than 1 year after the date of the enactment of this Act, the advisory group shall submit to the Director an interim report that contains advice and guidance with respect to the matters described in paragraph (1). (B) Subsequent reports.--If the advisory group or the Director determines appropriate, the advisory group shall submit to the Director subsequent reports relating to the matters described in paragraph (1). (g) Federal Acquisition Regulation Revisions.--The Federal Acquisition Regulatory Council shall revise the Federal Acquisition Regulation as necessary to implement the definitions, standards, resources, and frameworks established under subsection (a)(1). (h) Annual Report.-- (1) Interim report.--Not later than 1 year after the date of the enactment of this Act, the Director shall submit to Congress and the Comptroller General of the United States an interim report that includes information relating to the progress of facilitating the establishment of the definitions, standards, resources, and frameworks under subsection (a)(1) and any advice or assistance related to a request made pursuant to subsection (d)(1). (2) Subsequent reports.--Not later than 2 years after the date of the enactment of this Act, and annually thereafter, the Director shall submit to Congress and the Comptroller General of the United States a report that includes information relating to the following: (A) The establishment, implementation, and, if applicable, revision, of the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Any advice or assistance related to a request made pursuant to subsection (d)(1). (3) Additional requirement for first subsequent report.-- With respect to the first subsequent report under paragraph (2), the Director shall include a summary of the testing and evaluation under subsection (c) that includes information relating to the following: (A) The findings of the testing and evaluation. (B) The manner by which the Director addressed any concern identified as a result of the testing and evaluation. (C) An assessment of any burden on recipients of funding for qualified federally funded research regarding ensuring that biological datasets are artificial intelligence-ready. (D) A cost-benefit analysis of the value of ensuring that biological datasets are artificial intelligence-ready in relation to any such burden. (i) Government Accountability Office Report.--Not later than 5 years after the date of the enactment of this Act, the Comptroller General of the United States shall submit to Congress a report on the impact of the definitions, standards, resources, and frameworks referred to in subsection (a)(1), including the following: (1) An assessment of the effectiveness of the definitions, standards, resources, and frameworks in ensuring each biological dataset generated by a recipient of funding for qualified federally funded research is artificial intelligent- ready. (2) An assessment of whether the implementation of the definitions, standards, resources, and frameworks as the case may be, has resulted in an undue burden on any recipient of Federal funding. (3) Any recommendations with respect to the implementation of the definitions, standards, resources, and frameworks. (j) Sunset.--This section shall terminate on the date that is 10 years after the date of the enactment of this Act. (k) Definitions.--In this section: (1) Biological data.--The term ``biological data'' means information that is measured, collected, or aggregated for analysis, including associated descriptors, derived from the structure, function, or process of a biological system. (2) Biological dataset.--The term ``biological dataset'' means a discreet collection of biological data. (3) Biological data repository.--The term ``biological data repository'' means any centralized data storage capacity meant for managing or storing biological data. <all>\n--- SOURCE_TEXT END ---\n\n--- FLAGGED_JSON START ---\n{\n  \"pl_ai_title\": \"Ustawa o standardach danych biologicznych gotowych dla sztucznej inteligencji\",\n  \"pl_summary\": \"Ustawa nakłada na ekspertów obowiązek stworzenia jasnych zasad przygotowania danych biologicznych tak, aby mogły być bezpiecznie i skutecznie wykorzystywane przez sztuczną inteligencję. Dzięki temu badania nad nowymi lekami i technologiami medycznymi finansowane z pieniędzy publicznych będą mogły przebiegać szybciej i sprawniej.\",\n  \"pl_key_points\": [\n    \"Wprowadzenie jednolitych definicji i standardów dla danych biologicznych wykorzystywanych w AI.\",\n    \"Stworzenie publicznej bazy danych z gotowymi do użycia informacjami biologicznymi.\",\n    \"Zapewnienie bezpieczeństwa cyfrowego i ochrony danych w badaniach biotechnologicznych.\",\n    \"Ułatwienie naukowcom dostępu do nowoczesnych narzędzi bez nakładania na nich nadmiernych obowiązków biurokratycznych.\"\n  ],\n  \"eng_ai_title\": \"AI-Ready Bio-Data Standards Act\",\n  \"eng_summary\": \"This act directs experts to create clear rules for organizing biological data so it can be easily and safely used by artificial intelligence. It aims to speed up medical and scientific breakthroughs by making sure taxpayer-funded research data is high-quality and accessible.\",\n  \"eng_key_points\": [\n    \"Sets clear standards for making biological data compatible with AI models.\",\n    \"Creates a public database to access AI-ready biological information.\",\n    \"Establishes new cybersecurity rules to protect sensitive biological research.\",\n    \"Helps researchers use modern technology without adding too much paperwork.\"\n  ],\n  \"de_ai_title\": \"Gesetz über KI-bereite Standards für biologische Daten\",\n  \"de_summary\": \"Dieses Gesetz verpflichtet Experten dazu, klare Regeln für die Aufbereitung biologischer Daten zu erstellen, damit diese sicher und effizient von künstlicher Intelligenz genutzt werden können. Ziel ist es, die medizinische Forschung und technologische Innovationen durch besser nutzbare öffentlich finanzierte Daten zu beschleunigen.\",\n  \"de_key_points\": [\n    \"Einführung einheitlicher Standards für die Nutzung biologischer Daten in der KI.\",\n    \"Aufbau einer öffentlichen Datenbank für KI-bereite biologische Informationen.\",\n    \"Stärkung der Cybersicherheit beim Umgang mit Forschungsdaten.\",\n    \"Unterstützung für Wissenschaftler durch moderne Werkzeuge ohne übermäßige Bürokratie.\"\n  ],\n  \"fr_ai_title\": \"Loi sur les normes de données biologiques prêtes pour l'IA\",\n  \"fr_summary\": \"Cette loi charge des experts de définir des règles claires pour organiser les données biologiques afin qu'elles soient utilisables en toute sécurité par l'intelligence artificielle. L'objectif est d'accélérer les découvertes médicales en rendant les recherches financées par les fonds publics plus accessibles et exploitables.\",\n  \"fr_key_points\": [\n    \"Création de normes uniformes pour rendre les données biologiques compatibles avec l'IA.\",\n    \"Mise en place d'une base de données publique pour accéder aux informations biologiques.\",\n    \"Renforcement de la cybersécurité pour protéger les données de recherche.\",\n    \"Soutien aux chercheurs pour utiliser les nouvelles technologies sans lourdeur administrative.\"\n  ],\n  \"es_ai_title\": \"Ley de Estándares de Datos Biológicos Listos para la IA\",\n  \"es_summary\": \"Esta ley ordena la creación de reglas claras para organizar datos biológicos de modo que la inteligencia artificial pueda usarlos de forma segura y eficiente. Busca acelerar los avances médicos asegurando que la investigación financiada con fondos públicos sea de alta calidad y fácil de procesar.\",\n  \"es_key_points\": [\n    \"Establece estándares para que los datos biológicos sean compatibles con modelos de IA.\",\n    \"Crea una base de datos pública con información biológica lista para su uso.\",\n    \"Implementa marcos de ciberseguridad para proteger la investigación biotecnológica.\",\n    \"Facilita el trabajo de los científicos sin imponer cargas burocráticas excesivas.\"\n  ],\n  \"it_ai_title\": \"Legge sugli standard per i dati biologici pronti per l'IA\",\n  \"it_summary\": \"Questa legge incarica gli esperti di stabilire regole chiare per organizzare i dati biologici in modo che possano essere usati in sicurezza dall'intelligenza artificiale. L'obiettivo è velocizzare la ricerca medica rendendo i dati finanziati con fondi pubblici più accessibili e di qualità.\",\n  \"it_key_points\": [\n    \"Definizione di standard comuni per rendere i dati biologici compatibili con l'IA.\",\n    \"Creazione di un database pubblico per accedere a informazioni biologiche pronte all'uso.\",\n    \"Introduzione di misure di cybersicurezza per proteggere i dati della ricerca.\",\n    \"Supporto ai ricercatori nell'uso di nuove tecnologie senza eccessiva burocrazia.\"\n  ],\n  \"nl_ai_title\": \"Wet op AI-ready standaarden voor biologische gegevens\",\n  \"nl_summary\": \"Deze wet verplicht experts om duidelijke regels op te stellen voor het organiseren van biologische gegevens, zodat deze veilig en efficiënt door kunstmatige intelligentie kunnen worden gebruikt. Het doel is om medische doorbraken te versnellen door publiek gefinancierde onderzoeksdata beter toegankelijk te maken.\",\n  \"nl_key_points\": [\n    \"Vaststellen van standaarden om biologische data geschikt te maken voor AI-modellen.\",\n    \"Opzetten van een openbare database met AI-ready biologische informatie.\",\n    \"Invoeren van cybersecurity-richtlijnen voor de bescherming van onderzoeksgegevens.\",\n    \"Ondersteuning van wetenschappers bij het gebruik van moderne technologie zonder extra rompslomp.\"\n  ],\n  \"pt_ai_title\": \"Lei de Padrões de Dados Biológicos Prontos para IA\",\n  \"pt_summary\": \"Esta lei determina a criação de regras claras para organizar dados biológicos para que possam ser usados de forma segura e eficaz pela inteligência artificial. O objetivo é acelerar descobertas médicas ao garantir que pesquisas financiadas publicamente sejam acessíveis e de alta qualidade.\",\n  \"pt_key_points\": [\n    \"Criação de padrões para tornar dados biológicos compatíveis com modelos de IA.\",\n    \"Estabelecimento de uma base de dados pública com informações biológicas prontas para uso.\",\n    \"Implementação de estruturas de cibersegurança para proteger dados de pesquisa.\",\n    \"Apoio aos investigadores no uso de novas tecnologias sem burocracia excessiva.\"\n  ],\n  \"category\": [\n    \"Informatization\",\n    \"Economy\",\n    \"Health\"\n  ]\n}\n--- FLAGGED_JSON END ---\n\nOUTPUT:\nWyłącznie naprawiony obiekt JSON zgodny ze strukturą:\n{\n  \"pl_ai_title\": \"...\", \"pl_summary\": \"...\", \"pl_key_points\": [...],\n  \"eng_ai_title\": \"...\", \"eng_summary\": \"...\", \"eng_key_points\": [...],\n  \"de_ai_title\": \"...\", \"de_summary\": \"...\", \"de_key_points\": [...],\n  \"fr_ai_title\": \"...\", \"fr_summary\": \"...\", \"fr_key_points\": [...],\n  \"es_ai_title\": \"...\", \"es_summary\": \"...\", \"es_key_points\": [...],\n  \"it_ai_title\": \"...\", \"it_summary\": \"...\", \"it_key_points\": [...],\n  \"nl_ai_title\": \"...\", \"nl_summary\": \"...\", \"nl_key_points\": [...],\n  \"pt_ai_title\": \"...\", \"pt_summary\": \"...\", \"pt_key_points\": [...],\n  \"category\": [\"...\"]\n}\n\n",
      "ai_response_raw": "{\n  \"pl_ai_title\": \"Ustawa o standardach danych biologicznych gotowych dla sztucznej inteligencji\",\n  \"pl_summary\": \"Ustawa nakłada na Dyrektora Narodowego Instytutu Standardów i Technologii (NIST) obowiązek ułatwienia stworzenia definicji, standardów, zasobów i ram, aby zapewnić, że zbiory danych biologicznych generowane w ramach kwalifikowanych badań finansowanych ze środków federalnych są gotowe do wykorzystania przez sztuczną inteligencję.\",\n  \"pl_key_points\": [\n    \"Wprowadzenie definicji i standardów dla danych biologicznych gotowych dla sztucznej inteligencji.\",\n    \"Stworzenie publicznie dostępnej bazy danych jako pojedynczego punktu dostępu do zbiorów danych biologicznych gotowych dla AI.\",\n    \"Ustanowienie ram cyberbezpieczeństwa i zasobów zarządzania danymi dla agencji federalnych i badaczy.\",\n    \"Zapewnienie, że nowe wymogi nie będą stanowić nadmiernego obciążenia dla odbiorców funduszy federalnych.\"\n  ],\n  \"eng_ai_title\": \"AI-Ready Bio-Data Standards Act\",\n  \"eng_summary\": \"This act directs the Director of the National Institute of Standards and Technology (NIST) to facilitate the establishment of definitions, standards, resources, and frameworks to ensure biological datasets generated from qualified federally funded research are artificial intelligence-ready.\",\n  \"eng_key_points\": [\n    \"Establishes definitions and standards for making biological datasets artificial intelligence-ready.\",\n    \"Creates a publicly available database to serve as a single point of access for AI-ready biological datasets.\",\n    \"Establishes cybersecurity frameworks and data management resources for federal agencies and researchers.\",\n    \"Ensures that the new requirements do not place an undue burden on recipients of federal funding.\"\n  ],\n  \"de_ai_title\": \"Gesetz über KI-bereite Standards für biologische Daten\",\n  \"de_summary\": \"Dieses Gesetz weist den Direktor des National Institute of Standards and Technology (NIST) an, die Festlegung von Definitionen, Standards, Ressourcen und Rahmenbedingungen zu erleichtern, um sicherzustellen, dass biologische Datensätze aus qualifizierter staatlich finanzierter Forschung für künstliche Intelligenz bereit sind.\",\n  \"de_key_points\": [\n    \"Einführung von Definitionen und Standards, um biologische Datensätze für künstliche Intelligenz nutzbar zu machen.\",\n    \"Aufbau einer öffentlich zugänglichen Datenbank als zentraler Zugangspunkt für KI-bereite biologische Datensätze.\",\n    \"Schaffung von Cybersicherheitsrahmen und Datenmanagement-Ressourcen für Bundesbehörden und Forscher.\",\n    \"Sicherstellung, dass die neuen Anforderungen keine übermäßige Belastung für Empfänger von Bundesmitteln darstellen.\"\n  ],\n  \"fr_ai_title\": \"Loi sur les normes de données biologiques prêtes pour l'IA\",\n  \"fr_summary\": \"Cette loi charge le directeur de l'Institut national des normes et de la technologie (NIST) de faciliter l'établissement de définitions, de normes, de ressources et de cadres pour garantir que les ensembles de données biologiques générés par la recherche qualifiée financée par le gouvernement fédéral sont prêts pour l'intelligence artificielle.\",\n  \"fr_key_points\": [\n    \"Établissement de définitions et de normes pour rendre les ensembles de données biologiques prêts pour l'intelligence artificielle.\",\n    \"Création d'une base de données publique servant de point d'accès unique pour les ensembles de données biologiques prêts pour l'IA.\",\n    \"Mise en place de cadres de cybersécurité et de ressources de gestion des données pour les agences fédérales et les chercheurs.\",\n    \"Garantie que les nouvelles exigences ne constituent pas une charge excessive pour les bénéficiaires de financements fédéraux.\"\n  ],\n  \"es_ai_title\": \"Ley de Estándares de Datos Biológicos Listos para la IA\",\n  \"es_summary\": \"Esta ley ordena al Director del Instituto Nacional de Estándares y Tecnología (NIST) facilitar el establecimiento de definiciones, estándares, recursos y marcos para garantizar que los conjuntos de datos biológicos generados por investigaciones calificadas financiadas con fondos federales estén listos para la inteligencia artificial.\",\n  \"es_key_points\": [\n    \"Establece definiciones y estándares para que los conjuntos de datos biológicos estén listos para la inteligencia artificial.\",\n    \"Crea una base de datos disponible públicamente para servir como un punto único de acceso a conjuntos de datos biológicos listos para la IA.\",\n    \"Establece marcos de ciberseguridad y recursos de gestión de datos para agencias federales e investigadores.\",\n    \"Garantiza que los nuevos requisitos no supongan una carga excesiva para los receptores de fondos federales.\"\n  ],\n  \"it_ai_title\": \"Legge sugli standard per i dati biologici pronti per l'IA\",\n  \"it_summary\": \"Questa legge incarica il Direttore del National Institute of Standards and Technology (NIST) di facilitare la definizione di standard, risorse e quadri normativi per garantire che i set di dati biologici generati da ricerche qualificate finanziate a livello federale siano pronti per l'intelligenza artificiale.\",\n  \"it_key_points\": [\n    \"Definizione di standard per rendere i set di dati biologici pronti per l'intelligenza artificiale.\",\n    \"Creazione di un database pubblico come punto di accesso unico per i set di dati biologici pronti per l'IA.\",\n    \"Istituzione di quadri di cybersicurezza e risorse per la gestione dei dati per agenzie federali e ricercatori.\",\n    \"Garanzia che i nuovi requisiti non comportino un onere eccessivo per i beneficiari di fondi federali.\"\n  ],\n  \"nl_ai_title\": \"Wet op AI-ready standaarden voor biologische gegevens\",\n  \"nl_summary\": \"Deze wet draagt de directeur van het National Institute of Standards and Technology (NIST) op om de vaststelling van definities, standaarden, middelen en kaders te vergemakkelijken om ervoor te zorgen dat biologische datasets die voortkomen uit gekwalificeerd federaal gefinancierd onderzoek klaar zijn voor kunstmatige intelligentie.\",\n  \"nl_key_points\": [\n    \"Vaststellen van definities en standaarden om biologische datasets klaar te maken voor kunstmatige intelligentie.\",\n    \"Opzetten van een openbaar toegankelijke database als centraal toegangspunt voor AI-ready biologische datasets.\",\n    \"Instellen van cybersecurity-kaders en middelen voor databeheer voor federale instanties en onderzoekers.\",\n    \"Ervoor zorgen dat de nieuwe vereisten geen overmatige last vormen voor ontvangers van federale financiering.\"\n  ],\n  \"pt_ai_title\": \"Lei de Padrões de Dados Biológicos Prontos para IA\",\n  \"pt_summary\": \"Esta lei orienta o Diretor do Instituto Nacional de Padrões e Tecnologia (NIST) a facilitar o estabelecimento de definições, padrões, recursos e estruturas para garantir que os conjuntos de dados biológicos gerados a partir de pesquisas qualificadas financiadas pelo governo federal estejam prontos para inteligência artificial.\",\n  \"pt_key_points\": [\n    \"Estabelece definições e padrões para tornar os conjuntos de dados biológicos prontos para inteligência artificial.\",\n    \"Cria um banco de dados disponível publicamente para servir como um ponto único de acesso para conjuntos de dados biológicos prontos para IA.\",\n    \"Estabelece estruturas de cibersegurança e recursos de gestão de dados para agências federais e investigadores.\",\n    \"Garante que os novos requisitos não imponham um ónus excessivo aos beneficiários de financiamento federal.\"\n  ],\n  \"category\": [\n    \"Informatization\",\n    \"Science and Technology\"\n  ]\n}"
    },
    {
      "timestamp": "2026-03-29T11:18:09.255Z",
      "source_url": "https://www.congress.gov/119/bills/hr7907/BILLS-119hr7907ih.htm",
      "model": "gemini-flash-lite-latest",
      "prompt_sent": "\nROLE: Fact Checker.\nZADANIE: Porównaj SOURCE (oryginał) i SUMMARY (streszczenie przygotowane przez inne AI).\n\nTwoim celem jest wykrycie \"ZMYŚLONYCH KONKRETÓW\" (Fabricated Entities) w SUMMARY.\n\nSOURCE:\n[Congressional Bills 119th Congress] [From the U.S. Government Publishing Office] [H.R. 7907 Introduced in House (IH)] <DOC> 119th CONGRESS 2d Session H. R. 7907 To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. _______________________________________________________________________ IN THE HOUSE OF REPRESENTATIVES March 12, 2026 Mr. Khanna (for himself and Mr. Obernolte) introduced the following bill; which was referred to the Committee on Science, Space, and Technology _______________________________________________________________________ A BILL To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. Be it enacted by the Senate and House of Representatives of the United States of America in Congress assembled, SECTION 1. SHORT TITLE. This Act may be cited as the ``AI-Ready Bio-Data Standards Act''. SEC. 2. DEFINITIONS, STANDARDS, RESOURCES, AND FRAMEWORKS BY THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY FOR CERTAIN BIOLOGICAL DATASETS. (a) Establishment.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the Director of the National Institute of Standards and Technology (in this section referred to as the ``Director''), pursuant to recommendations from the advisory group under subsection (f) and taking into account any feedback received under subsection (e), shall facilitate the establishment of definitions, standards, resources, and frameworks to ensure each biological dataset generated as a result of qualified federally funded research is artificial intelligence-ready. (2) Requirements for definitions, standards, resources, and frameworks.-- (A) Definitions.-- (i) In general.--In carrying out paragraph (1), the Director shall facilitate the establishment of definitions for the following terms: (I) Artificial intelligence-ready. (II) Biomanufacturing. (III) Biotechnology. (IV) Qualified federally funded research. (ii) Requirements for definition of artificial intelligence-ready.-- (I) In general.--In facilitating the establishment of the definition of the term ``artificial intelligence- ready'' under clause (i)(I), the Director shall take such actions as may be necessary to ensure such definition, when applied to a biological dataset, requires such dataset be generated and formatted in a manner that-- (aa) enables the effective use of the dataset for training artificial intelligence models; and (bb) supports advancements in research relating to artificial intelligence and biotechnology. (II) Discretion.--With respect to a biological dataset that otherwise satisfies the definition of ``artificial intelligence-ready'' under clause (i)(I), the Director may, in consultation with the Chief Data Officer of the Federal department or agency that is responsible for such biological dataset, determine that such dataset is not artificial intelligence- ready. (iii) Requirements for definition of qualified federally funded research.--In facilitating the establishment of the definition of the term ``qualified federally funded research'' under clause (i)(IV), the Director shall take such actions as may be necessary to include in such definition certain conditions that, if satisfied, will result in certain federally funded research being qualified federally funded research. Such conditions shall include the following: (I) The amount of Federal funding awarded to a recipient. (II) The capability of the recipient to generate a biological dataset that is artificial intelligence-ready. (III) The expertise of the recipient in generating a biological dataset that is artificial intelligence-ready. (IV) The size of the biological dataset generated by the recipient. (V) Any other condition the Director considers appropriate. (B) Standards.--In carrying out paragraph (1), the Director shall facilitate the establishment of standards relating to making biological datasets artificial intelligence-ready, in accordance with the definition of artificial intelligence-ready under subparagraph (A)(i)(I). (C) Resources and frameworks.--In carrying out paragraph (1), the Director shall facilitate the establishment of data management resources and cybersecurity frameworks for the following: (i) Federal departments and agencies that provide either full or partial Federal funding for research that generates biological datasets. (ii) Federally funded researchers who are collecting, cleaning, curating, or generating biological datasets to make the datasets artificial intelligence-ready. (D) Additional requirements.--The Director shall take such actions as may be necessary to ensure the definitions, standards, resources, and frameworks referred to in paragraph (1)-- (i) are not overly burdensome on recipients of funding for qualified federally funded research, such that the act of generating biological datasets that are artificial intelligence-ready requires resources and expertise beyond those available to the recipients; and (ii) are tested and evaluated in accordance with subsection (c). (3) Annual updates.--Not later than 1 year after the date of the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and annually thereafter, the Director shall review such definitions, standards, resources, and frameworks and, as the Director considers appropriate, shall update such definitions, standards, resources, and frameworks in accordance with this section. (4) Consultation.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall carry out the following: (A) Assess any existing standard related to biotechnology or artificial intelligence, including any standards inventoried pursuant to subsection (b)(1)(A), and, if appropriate, facilitate the incorporation of any such standards in the establishment of the standards referred to in paragraph (2)(B). (B) Consult with the following: (i) The Secretary of Agriculture. (ii) The Secretary of Defense. (iii) The Secretary of Energy. (iv) The Director of the National Aeronautics and Space Administration. (v) The Director of the National Institutes of Health. (vi) The Administrator of the National Science Foundation. (vii) The head of any other Federal department or agency the Director considers appropriate. (C) Seek to consult with the following: (i) Private sector entities from the biotechnology industry. (ii) Members of academia. (5) Personnel.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall hire staff as the Director determines necessary. (b) Information Gathering.-- (1) In general.--Not later than 1 year after the date of the enactment of this Act, the Director shall inventory the following: (A) Existing biotechnology standards utilized by recipients of Federal funding for biotechnology research to generate biological datasets. (B) Existing biological datasets generated by recipients of Federal funding for biotechnology research. (2) Publication.--Not later than 1 year after the Director completes the inventory requirement under paragraph (1), the Director shall make any information inventoried under that paragraph available to the public through a website of the National Institute of Standards and Technology. (c) Test and Evaluation.--Not later than 2 years after the date of the enactment of this Act, the Director shall coordinate with the Administrator of the National Science Foundation to conduct a test and evaluation of the definitions, standards, resources, and frameworks referred to in subsection (a)(1) on a sample of biological datasets generated as a result of qualified federally funded research to determine the following: (1) Whether such definitions, standards, resources, and frameworks are clearly written, easy to follow, and easily applicable for the generation of biological datasets that are artificial intelligence-ready. (2) Whether compliance with such definitions, standards, resources, and frameworks when generating or curating biological datasets results in an undue burden on the recipients of such qualified federally funded research, and if so, how to modify such definitions, standards, resources, or frameworks, as the case may be, so as to reduce such burden. (d) Advice and Assistance Related to Federal Department or Agency Data Standards.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the head of a Federal department or agency that provides funding for qualified federally funded research and that seeks to utilize a biological dataset of such department or agency to train an artificial intelligence model may make a request to the Director to provide advice or assistance with respect to developing the following: (A) Data standards for such training. (B) Any data management plan related to such data standards. (2) Resources.--A head of a Federal department or agency that makes a request pursuant to paragraph (1) may enter into an agreement with the Director to provide to the Director any resources as may be necessary for the Director to provide any advice or assistance related to such request. (3) Oversight mechanisms.--The Director shall establish the following: (A) A regularly updated central repository, made available to the public as the Director determines appropriate, on which the head of any Federal department or agency may publish any data standards, and data management plan related to such standards, relating to utilizing a biological dataset of such department or agency to train an artificial intelligence model. (B) A publicly available database to serve as a single point of access, updated as the Director determines necessary, on which the head of any Federal department or agency may publish artificial intelligence-ready biological datasets. (C) A mechanism available to each Federal department or agency to make a request pursuant to paragraph (1). (4) Public input.--The Director may solicit input and feedback from the public with respect to any advice or assistance related to a request made pursuant to paragraph (1). (e) Public Input and Feedback; Consultation.--In carrying out subsection (a)(1), the Director shall carry out the following: (1) Solicit input and feedback from the public regarding the definitions, standards, resources, and frameworks referred to in such subsection. (2) Consult the heads of Federal departments and agencies that provide funding for qualified federally funded research to ensure such departments and agencies are able to develop data standards, and any data management plan associated with such data standards, related to utilizing a biological dataset of such department or agency to train an artificial intelligence model, including the following: (A) The Secretary of Agriculture. (B) The Secretary of Defense. (C) The Secretary of Energy. (D) The Director of the National Aeronautics and Space Administration. (E) The Director of the National Institutes of Health. (F) The Administrator of the National Science Foundation. (G) The head of any other Federal department or agency as determined by the Director. (f) Advisory Group.-- (1) In general.--Not later than 180 days after the date of the enactment of this Act, the Director shall establish an advisory group to carry out the following: (A) Provide recommendations relating to the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Review and provide feedback with respect to any advice or assistance related to a request made pursuant to subsection (d)(1). (C) Provide recommendations to academic journals for guidelines relating to artificial intelligence- ready biological datasets. (D) Solicit recommendations from the academic community regarding implementation of the definitions, standards, resources, and frameworks. (E) Provide any other guidance the Director may request. (2) Membership.-- (A) In general.--The advisory group established under paragraph (1) shall be composed of not fewer than 12 members. The Director shall carry out the following: (i) Appoint representatives of Federal departments or agencies that award funds to recipients to carry out qualified federally funded research. (ii) Seek to appoint representatives of academia, private sector entities, and academic publishers. (B) Terms.-- (i) In general.--Each member shall serve for a term of 2 years. (ii) Renewal.--Subject to the discretion of the Director, the term of each member may be renewed for an additional 2-year term. (3) Chairperson.-- (A) Appointment.--The Chairperson of the advisory group shall be designated by the Director from among the members. (B) Term.--The term of the Chairperson shall be 1 year. (C) Renewal.--Subject to the discretion of the Director, the term of a Chairperson may be renewed for an additional 1-year term. (4) Reports.-- (A) Interim report.--Not later than 1 year after the date of the enactment of this Act, the advisory group shall submit to the Director an interim report that contains advice and guidance with respect to the matters described in paragraph (1). (B) Subsequent reports.--If the advisory group or the Director determines appropriate, the advisory group shall submit to the Director subsequent reports relating to the matters described in paragraph (1). (g) Federal Acquisition Regulation Revisions.--The Federal Acquisition Regulatory Council shall revise the Federal Acquisition Regulation as necessary to implement the definitions, standards, resources, and frameworks established under subsection (a)(1). (h) Annual Report.-- (1) Interim report.--Not later than 1 year after the date of the enactment of this Act, the Director shall submit to Congress and the Comptroller General of the United States an interim report that includes information relating to the progress of facilitating the establishment of the definitions, standards, resources, and frameworks under subsection (a)(1) and any advice or assistance related to a request made pursuant to subsection (d)(1). (2) Subsequent reports.--Not later than 2 years after the date of the enactment of this Act, and annually thereafter, the Director shall submit to Congress and the Comptroller General of the United States a report that includes information relating to the following: (A) The establishment, implementation, and, if applicable, revision, of the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Any advice or assistance related to a request made pursuant to subsection (d)(1). (3) Additional requirement for first subsequent report.-- With respect to the first subsequent report under paragraph (2), the Director shall include a summary of the testing and evaluation under subsection (c) that includes information relating to the following: (A) The findings of the testing and evaluation. (B) The manner by which the Director addressed any concern identified as a result of the testing and evaluation. (C) An assessment of any burden on recipients of funding for qualified federally funded research regarding ensuring that biological datasets are artificial intelligence-ready. (D) A cost-benefit analysis of the value of ensuring that biological datasets are artificial intelligence-ready in relation to any such burden. (i) Government Accountability Office Report.--Not later than 5 years after the date of the enactment of this Act, the Comptroller General of the United States shall submit to Congress a report on the impact of the definitions, standards, resources, and frameworks referred to in subsection (a)(1), including the following: (1) An assessment of the effectiveness of the definitions, standards, resources, and frameworks in ensuring each biological dataset generated by a recipient of funding for qualified federally funded research is artificial intelligent- ready. (2) An assessment of whether the implementation of the definitions, standards, resources, and frameworks as the case may be, has resulted in an undue burden on any recipient of Federal funding. (3) Any recommendations with respect to the implementation of the definitions, standards, resources, and frameworks. (j) Sunset.--This section shall terminate on the date that is 10 years after the date of the enactment of this Act. (k) Definitions.--In this section: (1) Biological data.--The term ``biological data'' means information that is measured, collected, or aggregated for analysis, including associated descriptors, derived from the structure, function, or process of a biological system. (2) Biological dataset.--The term ``biological dataset'' means a discreet collection of biological data. (3) Biological data repository.--The term ``biological data repository'' means any centralized data storage capacity meant for managing or storing biological data. <all>\n\nSUMMARY TO EVALUATE:\nTitle: AI-Ready Bio-Data Standards Act\nSummary: This act directs experts to create clear rules for organizing biological data so it can be easily and safely used by artificial intelligence. It aims to speed up medical and scientific breakthroughs by making sure taxpayer-funded research data is high-quality and accessible.\nKey Points: Sets clear standards for making biological data compatible with AI models., Creates a public database to access AI-ready biological information., Establishes new cybersecurity rules to protect sensitive biological research., Helps researchers use modern technology without adding too much paperwork.\n\nZASADY OCENY:\n1. Sprawdź wszystkie LICZBY, DATY i KWOTY w SUMMARY. Jeśli którejś brakuje w SOURCE -> is_valid: false.\n2. Sprawdź wszystkie NAZWISKA, ORGANIZACJE i MIEJSCA w SUMMARY. Jeśli którejś brakuje w SOURCE -> is_valid: false.\n3. Sprawdź wszystkie konkretne DZIAŁANIA PRAWNE . Jeśli tego mechanizmu nie ma w SOURCE -> is_valid: false.\n\nWAŻNE: Abstrakcyjne pojęcia (np. \"transparentność\", \"zaufanie\") są dozwolone jako wnioski.\n\nOUTPUT (JSON):\n{\n  \"is_valid\": true/false,\n  \"issue\": \"fabricated_entity\" / \"contradiction\" / \"none\"\n}\n\nWYMAGANIA FORMATOWANIA:\n1. Odpowiedz WYŁĄCZNIE surowym obiektem JSON.\n2. NIE używaj bloków kodu Markdown.\n3. NIE dodawaj żadnych wstępów ani wyjaśnień przed ani po JSONie.\n4. JSON musi być poprawny i gotowy do parsowania.\n\n",
      "ai_response_raw": "{\n  \"is_valid\": false,\n  \"issue\": \"fabricated_entity\"\n}"
    },
    {
      "timestamp": "2026-03-29T11:14:23.156Z",
      "source_url": "https://www.congress.gov/119/bills/hr7907/BILLS-119hr7907ih.htm",
      "model": "gemini-flash-latest",
      "prompt_sent": "\nJesteś ekspertem od prawa Stanów Zjednoczonych, który ma za zadanie analizować dokumenty ustaw, uchwał oraz innych dokumentów legislacyjnych, a następnie przygotowywać z nich informacje w przystępny sposób dla obywateli. Twoim celem jest przedstawienie informacji tak, aby obywatele mogli sami ocenić wpływ legislacji na ich życie, nawet bez posiadania specjalistycznej wiedzy legislacyjnej. Skup się na faktach i obiektywnych skutkach wprowadzanych zmian, unikając wartościowania i osobistych opinii. Wszelki żargon prawny jest zabroniony. Prezentuj informacje w jasny, zwięzły i angażujący sposób, tak aby były zrozumiałe dla osoby bez wykształcenia prawniczego. Unikaj długich, złożonych zdań. Zamiast pisać \"projekt ma na celu nowelizację kodeksu podatkowego...\", napisz \"Zmiany w podatkach: nowe ulgi i obowiązki dla...\". Kontynuuj swoją pracę, dopóki nie rozwiążesz swojego zadania. Jeśli nie masz pewności co do generowanej treści, przeanalizuj dokument ponownie – nie zgaduj. Rozplanuj dobrze swoje zadanie przed przystąpieniem do niego. W podsumowaniu i kluczowych punktach, jeśli to możliwe i uzasadnione, podkreśl, jakie konkretne korzyści lub skutki (pozytywne lub negatywne) wprowadza ustawa dla życia codziennego obywateli, ich praw i obowiązków, finansów osobistych, bezpieczeństwa i innych ważnych kwestii (np. kategorycznych zakazów i nakazów czy najważniejszych konkretnych alokacji finansowych i terytorialnych).\n\nTwoja odpowiedź MUSI być w formacie JSON - i zawierać następujące klucze.\nZanim zwrócisz odpowiedź, dokładnie zweryfikuj, czy cała struktura JSON jest w 100% poprawna, włącznie ze wszystkimi przecinkami, nawiasami klamrowymi, kwadratowymi oraz cudzysłowami. Błędny JSON jest nieakceptowalny i uniemożliwi przetworzenie Twojej pracy.\n\nPrzeanalizuj dokładnie poniższy tekst dokumentu prawnego. To jest treść, na podstawie której masz wygenerować podsumowanie i kluczowe punkty:\n--- POCZĄTEK DOKUMENTU ---\n[Congressional Bills 119th Congress] [From the U.S. Government Publishing Office] [H.R. 7907 Introduced in House (IH)] <DOC> 119th CONGRESS 2d Session H. R. 7907 To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. _______________________________________________________________________ IN THE HOUSE OF REPRESENTATIVES March 12, 2026 Mr. Khanna (for himself and Mr. Obernolte) introduced the following bill; which was referred to the Committee on Science, Space, and Technology _______________________________________________________________________ A BILL To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. Be it enacted by the Senate and House of Representatives of the United States of America in Congress assembled, SECTION 1. SHORT TITLE. This Act may be cited as the ``AI-Ready Bio-Data Standards Act''. SEC. 2. DEFINITIONS, STANDARDS, RESOURCES, AND FRAMEWORKS BY THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY FOR CERTAIN BIOLOGICAL DATASETS. (a) Establishment.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the Director of the National Institute of Standards and Technology (in this section referred to as the ``Director''), pursuant to recommendations from the advisory group under subsection (f) and taking into account any feedback received under subsection (e), shall facilitate the establishment of definitions, standards, resources, and frameworks to ensure each biological dataset generated as a result of qualified federally funded research is artificial intelligence-ready. (2) Requirements for definitions, standards, resources, and frameworks.-- (A) Definitions.-- (i) In general.--In carrying out paragraph (1), the Director shall facilitate the establishment of definitions for the following terms: (I) Artificial intelligence-ready. (II) Biomanufacturing. (III) Biotechnology. (IV) Qualified federally funded research. (ii) Requirements for definition of artificial intelligence-ready.-- (I) In general.--In facilitating the establishment of the definition of the term ``artificial intelligence- ready'' under clause (i)(I), the Director shall take such actions as may be necessary to ensure such definition, when applied to a biological dataset, requires such dataset be generated and formatted in a manner that-- (aa) enables the effective use of the dataset for training artificial intelligence models; and (bb) supports advancements in research relating to artificial intelligence and biotechnology. (II) Discretion.--With respect to a biological dataset that otherwise satisfies the definition of ``artificial intelligence-ready'' under clause (i)(I), the Director may, in consultation with the Chief Data Officer of the Federal department or agency that is responsible for such biological dataset, determine that such dataset is not artificial intelligence- ready. (iii) Requirements for definition of qualified federally funded research.--In facilitating the establishment of the definition of the term ``qualified federally funded research'' under clause (i)(IV), the Director shall take such actions as may be necessary to include in such definition certain conditions that, if satisfied, will result in certain federally funded research being qualified federally funded research. Such conditions shall include the following: (I) The amount of Federal funding awarded to a recipient. (II) The capability of the recipient to generate a biological dataset that is artificial intelligence-ready. (III) The expertise of the recipient in generating a biological dataset that is artificial intelligence-ready. (IV) The size of the biological dataset generated by the recipient. (V) Any other condition the Director considers appropriate. (B) Standards.--In carrying out paragraph (1), the Director shall facilitate the establishment of standards relating to making biological datasets artificial intelligence-ready, in accordance with the definition of artificial intelligence-ready under subparagraph (A)(i)(I). (C) Resources and frameworks.--In carrying out paragraph (1), the Director shall facilitate the establishment of data management resources and cybersecurity frameworks for the following: (i) Federal departments and agencies that provide either full or partial Federal funding for research that generates biological datasets. (ii) Federally funded researchers who are collecting, cleaning, curating, or generating biological datasets to make the datasets artificial intelligence-ready. (D) Additional requirements.--The Director shall take such actions as may be necessary to ensure the definitions, standards, resources, and frameworks referred to in paragraph (1)-- (i) are not overly burdensome on recipients of funding for qualified federally funded research, such that the act of generating biological datasets that are artificial intelligence-ready requires resources and expertise beyond those available to the recipients; and (ii) are tested and evaluated in accordance with subsection (c). (3) Annual updates.--Not later than 1 year after the date of the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and annually thereafter, the Director shall review such definitions, standards, resources, and frameworks and, as the Director considers appropriate, shall update such definitions, standards, resources, and frameworks in accordance with this section. (4) Consultation.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall carry out the following: (A) Assess any existing standard related to biotechnology or artificial intelligence, including any standards inventoried pursuant to subsection (b)(1)(A), and, if appropriate, facilitate the incorporation of any such standards in the establishment of the standards referred to in paragraph (2)(B). (B) Consult with the following: (i) The Secretary of Agriculture. (ii) The Secretary of Defense. (iii) The Secretary of Energy. (iv) The Director of the National Aeronautics and Space Administration. (v) The Director of the National Institutes of Health. (vi) The Administrator of the National Science Foundation. (vii) The head of any other Federal department or agency the Director considers appropriate. (C) Seek to consult with the following: (i) Private sector entities from the biotechnology industry. (ii) Members of academia. (5) Personnel.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall hire staff as the Director determines necessary. (b) Information Gathering.-- (1) In general.--Not later than 1 year after the date of the enactment of this Act, the Director shall inventory the following: (A) Existing biotechnology standards utilized by recipients of Federal funding for biotechnology research to generate biological datasets. (B) Existing biological datasets generated by recipients of Federal funding for biotechnology research. (2) Publication.--Not later than 1 year after the Director completes the inventory requirement under paragraph (1), the Director shall make any information inventoried under that paragraph available to the public through a website of the National Institute of Standards and Technology. (c) Test and Evaluation.--Not later than 2 years after the date of the enactment of this Act, the Director shall coordinate with the Administrator of the National Science Foundation to conduct a test and evaluation of the definitions, standards, resources, and frameworks referred to in subsection (a)(1) on a sample of biological datasets generated as a result of qualified federally funded research to determine the following: (1) Whether such definitions, standards, resources, and frameworks are clearly written, easy to follow, and easily applicable for the generation of biological datasets that are artificial intelligence-ready. (2) Whether compliance with such definitions, standards, resources, and frameworks when generating or curating biological datasets results in an undue burden on the recipients of such qualified federally funded research, and if so, how to modify such definitions, standards, resources, or frameworks, as the case may be, so as to reduce such burden. (d) Advice and Assistance Related to Federal Department or Agency Data Standards.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the head of a Federal department or agency that provides funding for qualified federally funded research and that seeks to utilize a biological dataset of such department or agency to train an artificial intelligence model may make a request to the Director to provide advice or assistance with respect to developing the following: (A) Data standards for such training. (B) Any data management plan related to such data standards. (2) Resources.--A head of a Federal department or agency that makes a request pursuant to paragraph (1) may enter into an agreement with the Director to provide to the Director any resources as may be necessary for the Director to provide any advice or assistance related to such request. (3) Oversight mechanisms.--The Director shall establish the following: (A) A regularly updated central repository, made available to the public as the Director determines appropriate, on which the head of any Federal department or agency may publish any data standards, and data management plan related to such standards, relating to utilizing a biological dataset of such department or agency to train an artificial intelligence model. (B) A publicly available database to serve as a single point of access, updated as the Director determines necessary, on which the head of any Federal department or agency may publish artificial intelligence-ready biological datasets. (C) A mechanism available to each Federal department or agency to make a request pursuant to paragraph (1). (4) Public input.--The Director may solicit input and feedback from the public with respect to any advice or assistance related to a request made pursuant to paragraph (1). (e) Public Input and Feedback; Consultation.--In carrying out subsection (a)(1), the Director shall carry out the following: (1) Solicit input and feedback from the public regarding the definitions, standards, resources, and frameworks referred to in such subsection. (2) Consult the heads of Federal departments and agencies that provide funding for qualified federally funded research to ensure such departments and agencies are able to develop data standards, and any data management plan associated with such data standards, related to utilizing a biological dataset of such department or agency to train an artificial intelligence model, including the following: (A) The Secretary of Agriculture. (B) The Secretary of Defense. (C) The Secretary of Energy. (D) The Director of the National Aeronautics and Space Administration. (E) The Director of the National Institutes of Health. (F) The Administrator of the National Science Foundation. (G) The head of any other Federal department or agency as determined by the Director. (f) Advisory Group.-- (1) In general.--Not later than 180 days after the date of the enactment of this Act, the Director shall establish an advisory group to carry out the following: (A) Provide recommendations relating to the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Review and provide feedback with respect to any advice or assistance related to a request made pursuant to subsection (d)(1). (C) Provide recommendations to academic journals for guidelines relating to artificial intelligence- ready biological datasets. (D) Solicit recommendations from the academic community regarding implementation of the definitions, standards, resources, and frameworks. (E) Provide any other guidance the Director may request. (2) Membership.-- (A) In general.--The advisory group established under paragraph (1) shall be composed of not fewer than 12 members. The Director shall carry out the following: (i) Appoint representatives of Federal departments or agencies that award funds to recipients to carry out qualified federally funded research. (ii) Seek to appoint representatives of academia, private sector entities, and academic publishers. (B) Terms.-- (i) In general.--Each member shall serve for a term of 2 years. (ii) Renewal.--Subject to the discretion of the Director, the term of each member may be renewed for an additional 2-year term. (3) Chairperson.-- (A) Appointment.--The Chairperson of the advisory group shall be designated by the Director from among the members. (B) Term.--The term of the Chairperson shall be 1 year. (C) Renewal.--Subject to the discretion of the Director, the term of a Chairperson may be renewed for an additional 1-year term. (4) Reports.-- (A) Interim report.--Not later than 1 year after the date of the enactment of this Act, the advisory group shall submit to the Director an interim report that contains advice and guidance with respect to the matters described in paragraph (1). (B) Subsequent reports.--If the advisory group or the Director determines appropriate, the advisory group shall submit to the Director subsequent reports relating to the matters described in paragraph (1). (g) Federal Acquisition Regulation Revisions.--The Federal Acquisition Regulatory Council shall revise the Federal Acquisition Regulation as necessary to implement the definitions, standards, resources, and frameworks established under subsection (a)(1). (h) Annual Report.-- (1) Interim report.--Not later than 1 year after the date of the enactment of this Act, the Director shall submit to Congress and the Comptroller General of the United States an interim report that includes information relating to the progress of facilitating the establishment of the definitions, standards, resources, and frameworks under subsection (a)(1) and any advice or assistance related to a request made pursuant to subsection (d)(1). (2) Subsequent reports.--Not later than 2 years after the date of the enactment of this Act, and annually thereafter, the Director shall submit to Congress and the Comptroller General of the United States a report that includes information relating to the following: (A) The establishment, implementation, and, if applicable, revision, of the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Any advice or assistance related to a request made pursuant to subsection (d)(1). (3) Additional requirement for first subsequent report.-- With respect to the first subsequent report under paragraph (2), the Director shall include a summary of the testing and evaluation under subsection (c) that includes information relating to the following: (A) The findings of the testing and evaluation. (B) The manner by which the Director addressed any concern identified as a result of the testing and evaluation. (C) An assessment of any burden on recipients of funding for qualified federally funded research regarding ensuring that biological datasets are artificial intelligence-ready. (D) A cost-benefit analysis of the value of ensuring that biological datasets are artificial intelligence-ready in relation to any such burden. (i) Government Accountability Office Report.--Not later than 5 years after the date of the enactment of this Act, the Comptroller General of the United States shall submit to Congress a report on the impact of the definitions, standards, resources, and frameworks referred to in subsection (a)(1), including the following: (1) An assessment of the effectiveness of the definitions, standards, resources, and frameworks in ensuring each biological dataset generated by a recipient of funding for qualified federally funded research is artificial intelligent- ready. (2) An assessment of whether the implementation of the definitions, standards, resources, and frameworks as the case may be, has resulted in an undue burden on any recipient of Federal funding. (3) Any recommendations with respect to the implementation of the definitions, standards, resources, and frameworks. (j) Sunset.--This section shall terminate on the date that is 10 years after the date of the enactment of this Act. (k) Definitions.--In this section: (1) Biological data.--The term ``biological data'' means information that is measured, collected, or aggregated for analysis, including associated descriptors, derived from the structure, function, or process of a biological system. (2) Biological dataset.--The term ``biological dataset'' means a discreet collection of biological data. (3) Biological data repository.--The term ``biological data repository'' means any centralized data storage capacity meant for managing or storing biological data. <all>\n--- KONIEC DOKUMENTU ---\n\nPAMIĘTAJ: Twoja odpowiedź MUSI być wyłącznie poprawnym obiektem JSON. Nie dodawaj żadnych dodatkowych znaków, komentarzy ani tekstu przed znacznikiem '{' ani po znaczniku '}'. Cała odpowiedź musi być parsowalna jako JSON.\nNa podstawie POWYŻSZEGO dokumentu, wypełnij poniższą strukturę JSON:\nOto struktura JSON, której oczekuję (wypełnij ją treścią):\n{\n  \"pl_ai_title\": \"Nowy, krótki tytuł dla aktu prawnego po polsku, oddający sedno wprowadzanych zmian (np. maksymalnie 10-12 słów).\",\n  \"pl_summary\": \"2-3 zdania zwięzłego podsumowania treści aktu prawnego po polsku, napisane z perspektywy wpływu na życie codzienne obywateli.\",\n  \"pl_key_points\": [\n    \"Pierwszy krótki punkt po polsku dotyczący najważniejszych wprowadzanych rozwiązań lub zmian.\",\n    \"Drugi krótki punkt po polsku...\"\n  ],\n  \"eng_ai_title\": \"A new, short title for the legal act in English, capturing the essence of the changes (e.g., max 10-12 words).\",\n  \"eng_summary\": \"2-3 sentences summarizing the legal act in English, from the perspective of its impact on citizens' daily lives.\",\n  \"eng_key_points\": [\n    \"First short bullet point in English regarding the most important solutions or changes being introduced.\",\n    \"Second short bullet point in English...\"\n  ],\n  \"de_ai_title\": \"Ein neuer, kurzer Titel für das Rechtsdokument auf Deutsch, der den Kern der Änderungen erfasst (z.B. max. 10-12 Wörter).\",\n  \"de_summary\": \"2-3 Sätze Zusammenfassung des Rechtsdokuments auf Deutsch, aus der Perspektive seiner Auswirkungen auf das tägliche Leben der Bürger.\",\n  \"de_key_points\": [\n    \"Erster kurzer Stichpunkt auf Deutsch zu den wichtigsten eingeführten Lösungen oder Änderungen.\",\n    \"Zweiter kurzer Stichpunkt auf Deutsch...\"\n  ],\n  \"fr_ai_title\": \"Un nouveau titre court pour l'acte juridique en français, saisissant l'essence des changements (par exemple, 10-12 mots maximum).\",\n  \"fr_summary\": \"Résumé de 2-3 phrases de l'acte juridique en français, du point de vue de son impact sur la vie quotidienne des citoyens.\",\n  \"fr_key_points\": [\n    \"Premier court point en français concernant les solutions ou changements les plus importants introduits.\",\n    \"Deuxième court point en français...\"\n  ],\n  \"es_ai_title\": \"Un nuevo título breve para el acto jurídico en español, que recoja la esencia de los cambios (por ejemplo, máximo 10-12 palabras).\",\n  \"es_summary\": \"Resumen de 2-3 frases del acto jurídico en español, desde la perspectiva de su impacto en la vida cotidiana de los ciudadanos.\",\n  \"es_key_points\": [\n    \"Primer punto breve en español sobre las soluciones o cambios más importantes que se introducen.\",\n    \"Segundo punto breve en español...\"\n  ],\n  \"it_ai_title\": \"Un nuovo titolo breve per l'atto giuridico in italiano, che colga l'essenza delle modifiche (ad es. massimo 10-12 parole).\",\n  \"it_summary\": \"Riepilogo di 2-3 frasi dell'atto giuridico in italiano, dal punto di vista del suo impatto sulla vita quotidiana dei cittadini.\",\n  \"it_key_points\": [\n    \"Primo breve punto in italiano riguardante le soluzioni o le modifiche più importanti introdotte.\",\n    \"Secondo breve punto in italiano...\"\n  ],\n  \"nl_ai_title\": \"Een nieuwe, korte titel voor de rechtshandeling in het Nederlands, die de essentie van de wijzigingen weergeeft (bijv. max. 10-12 woorden).\",\n  \"nl_summary\": \"Samenvatting van 2-3 zinnen van de rechtshandeling in het Nederlands, vanuit het perspectief van de impact op het dagelijks leven van burgers.\",\n  \"nl_key_points\": [\n    \"Eerste korte punt in het Nederlands betreffende de belangrijkste geïntroduceerde oplossingen of wijzigingen.\",\n    \"Tweede korte punt in het Nederlands...\"\n  ],\n  \"pt_ai_title\": \"Um novo título curto para o ato jurídico em português, capturando a essência das mudanças (por exemplo, máx. 10-12 palavras).\",\n  \"pt_summary\": \"Resumo de 2-3 frases do ato jurídico em português, na perspetiva do seu impacto na vida quotidiana dos cidadãos.\",\n  \"pt_key_points\": [\n    \"Primeiro ponto curto em português sobre as soluções ou alterações mais importantes introduzidas.\",\n    \"Segundo ponto curto em português...\"\n  ],\n  \"category\": [\"Categorize the document into one category by default, based on the field it primarily concerns. Choose up to 3 if the document also touches upon SIGNIFICANT issues from other categories. You MUST select categories ONLY from the following list: Health, Education, Family, Taxes, Labor, Security, Environment, Courts and Law, Transport, Benefits, Real Estate, Media and Culture, Local Government, Migration, Agriculture, Public Investments, Informatization, Economy. If the document does not definitively fit any of these, you MUST use \"Other\". If you use \"Other\", it should be the ONLY category selected. Do NOT invent new categories. The response must be an array of strings, e.g., [\"Taxes\", \"Family\"].\"]\n}\n\n",
      "ai_response_raw": "{\n  \"pl_ai_title\": \"Ustawa o standardach danych biologicznych gotowych dla sztucznej inteligencji\",\n  \"pl_summary\": \"Ustawa nakłada na ekspertów obowiązek stworzenia jasnych zasad przygotowania danych biologicznych tak, aby mogły być bezpiecznie i skutecznie wykorzystywane przez sztuczną inteligencję. Dzięki temu badania nad nowymi lekami i technologiami medycznymi finansowane z pieniędzy publicznych będą mogły przebiegać szybciej i sprawniej.\",\n  \"pl_key_points\": [\n    \"Wprowadzenie jednolitych definicji i standardów dla danych biologicznych wykorzystywanych w AI.\",\n    \"Stworzenie publicznej bazy danych z gotowymi do użycia informacjami biologicznymi.\",\n    \"Zapewnienie bezpieczeństwa cyfrowego i ochrony danych w badaniach biotechnologicznych.\",\n    \"Ułatwienie naukowcom dostępu do nowoczesnych narzędzi bez nakładania na nich nadmiernych obowiązków biurokratycznych.\"\n  ],\n  \"eng_ai_title\": \"AI-Ready Bio-Data Standards Act\",\n  \"eng_summary\": \"This act directs experts to create clear rules for organizing biological data so it can be easily and safely used by artificial intelligence. It aims to speed up medical and scientific breakthroughs by making sure taxpayer-funded research data is high-quality and accessible.\",\n  \"eng_key_points\": [\n    \"Sets clear standards for making biological data compatible with AI models.\",\n    \"Creates a public database to access AI-ready biological information.\",\n    \"Establishes new cybersecurity rules to protect sensitive biological research.\",\n    \"Helps researchers use modern technology without adding too much paperwork.\"\n  ],\n  \"de_ai_title\": \"Gesetz über KI-bereite Standards für biologische Daten\",\n  \"de_summary\": \"Dieses Gesetz verpflichtet Experten dazu, klare Regeln für die Aufbereitung biologischer Daten zu erstellen, damit diese sicher und effizient von künstlicher Intelligenz genutzt werden können. Ziel ist es, die medizinische Forschung und technologische Innovationen durch besser nutzbare öffentlich finanzierte Daten zu beschleunigen.\",\n  \"de_key_points\": [\n    \"Einführung einheitlicher Standards für die Nutzung biologischer Daten in der KI.\",\n    \"Aufbau einer öffentlichen Datenbank für KI-bereite biologische Informationen.\",\n    \"Stärkung der Cybersicherheit beim Umgang mit Forschungsdaten.\",\n    \"Unterstützung für Wissenschaftler durch moderne Werkzeuge ohne übermäßige Bürokratie.\"\n  ],\n  \"fr_ai_title\": \"Loi sur les normes de données biologiques prêtes pour l'IA\",\n  \"fr_summary\": \"Cette loi charge des experts de définir des règles claires pour organiser les données biologiques afin qu'elles soient utilisables en toute sécurité par l'intelligence artificielle. L'objectif est d'accélérer les découvertes médicales en rendant les recherches financées par les fonds publics plus accessibles et exploitables.\",\n  \"fr_key_points\": [\n    \"Création de normes uniformes pour rendre les données biologiques compatibles avec l'IA.\",\n    \"Mise en place d'une base de données publique pour accéder aux informations biologiques.\",\n    \"Renforcement de la cybersécurité pour protéger les données de recherche.\",\n    \"Soutien aux chercheurs pour utiliser les nouvelles technologies sans lourdeur administrative.\"\n  ],\n  \"es_ai_title\": \"Ley de Estándares de Datos Biológicos Listos para la IA\",\n  \"es_summary\": \"Esta ley ordena la creación de reglas claras para organizar datos biológicos de modo que la inteligencia artificial pueda usarlos de forma segura y eficiente. Busca acelerar los avances médicos asegurando que la investigación financiada con fondos públicos sea de alta calidad y fácil de procesar.\",\n  \"es_key_points\": [\n    \"Establece estándares para que los datos biológicos sean compatibles con modelos de IA.\",\n    \"Crea una base de datos pública con información biológica lista para su uso.\",\n    \"Implementa marcos de ciberseguridad para proteger la investigación biotecnológica.\",\n    \"Facilita el trabajo de los científicos sin imponer cargas burocráticas excesivas.\"\n  ],\n  \"it_ai_title\": \"Legge sugli standard per i dati biologici pronti per l'IA\",\n  \"it_summary\": \"Questa legge incarica gli esperti di stabilire regole chiare per organizzare i dati biologici in modo che possano essere usati in sicurezza dall'intelligenza artificiale. L'obiettivo è velocizzare la ricerca medica rendendo i dati finanziati con fondi pubblici più accessibili e di qualità.\",\n  \"it_key_points\": [\n    \"Definizione di standard comuni per rendere i dati biologici compatibili con l'IA.\",\n    \"Creazione di un database pubblico per accedere a informazioni biologiche pronte all'uso.\",\n    \"Introduzione di misure di cybersicurezza per proteggere i dati della ricerca.\",\n    \"Supporto ai ricercatori nell'uso di nuove tecnologie senza eccessiva burocrazia.\"\n  ],\n  \"nl_ai_title\": \"Wet op AI-ready standaarden voor biologische gegevens\",\n  \"nl_summary\": \"Deze wet verplicht experts om duidelijke regels op te stellen voor het organiseren van biologische gegevens, zodat deze veilig en efficiënt door kunstmatige intelligentie kunnen worden gebruikt. Het doel is om medische doorbraken te versnellen door publiek gefinancierde onderzoeksdata beter toegankelijk te maken.\",\n  \"nl_key_points\": [\n    \"Vaststellen van standaarden om biologische data geschikt te maken voor AI-modellen.\",\n    \"Opzetten van een openbare database met AI-ready biologische informatie.\",\n    \"Invoeren van cybersecurity-richtlijnen voor de bescherming van onderzoeksgegevens.\",\n    \"Ondersteuning van wetenschappers bij het gebruik van moderne technologie zonder extra rompslomp.\"\n  ],\n  \"pt_ai_title\": \"Lei de Padrões de Dados Biológicos Prontos para IA\",\n  \"pt_summary\": \"Esta lei determina a criação de regras claras para organizar dados biológicos para que possam ser usados de forma segura e eficaz pela inteligência artificial. O objetivo é acelerar descobertas médicas ao garantir que pesquisas financiadas publicamente sejam acessíveis e de alta qualidade.\",\n  \"pt_key_points\": [\n    \"Criação de padrões para tornar dados biológicos compatíveis com modelos de IA.\",\n    \"Estabelecimento de uma base de dados pública com informações biológicas prontas para uso.\",\n    \"Implementação de estruturas de cibersegurança para proteger dados de pesquisa.\",\n    \"Apoio aos investigadores no uso de novas tecnologias sem burocracia excessiva.\"\n  ],\n  \"category\": [\n    \"Informatization\",\n    \"Economy\",\n    \"Health\"\n  ]\n}"
    },
    {
      "timestamp": "2026-03-28T12:20:25.184Z",
      "source_url": "https://www.congress.gov/119/bills/hr7907/BILLS-119hr7907ih.htm",
      "model": "gemini-flash-lite-latest",
      "prompt_sent": "\nROLE: Fact Checker.\nZADANIE: Porównaj SOURCE (oryginał) i SUMMARY (streszczenie przygotowane przez inne AI).\n\nTwoim celem jest wykrycie \"ZMYŚLONYCH KONKRETÓW\" (Fabricated Entities) w SUMMARY.\n\nSOURCE:\n[Congressional Bills 119th Congress] [From the U.S. Government Publishing Office] [H.R. 7907 Introduced in House (IH)] <DOC> 119th CONGRESS 2d Session H. R. 7907 To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. _______________________________________________________________________ IN THE HOUSE OF REPRESENTATIVES March 12, 2026 Mr. Khanna (for himself and Mr. Obernolte) introduced the following bill; which was referred to the Committee on Science, Space, and Technology _______________________________________________________________________ A BILL To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. Be it enacted by the Senate and House of Representatives of the United States of America in Congress assembled, SECTION 1. SHORT TITLE. This Act may be cited as the ``AI-Ready Bio-Data Standards Act''. SEC. 2. DEFINITIONS, STANDARDS, RESOURCES, AND FRAMEWORKS BY THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY FOR CERTAIN BIOLOGICAL DATASETS. (a) Establishment.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the Director of the National Institute of Standards and Technology (in this section referred to as the ``Director''), pursuant to recommendations from the advisory group under subsection (f) and taking into account any feedback received under subsection (e), shall facilitate the establishment of definitions, standards, resources, and frameworks to ensure each biological dataset generated as a result of qualified federally funded research is artificial intelligence-ready. (2) Requirements for definitions, standards, resources, and frameworks.-- (A) Definitions.-- (i) In general.--In carrying out paragraph (1), the Director shall facilitate the establishment of definitions for the following terms: (I) Artificial intelligence-ready. (II) Biomanufacturing. (III) Biotechnology. (IV) Qualified federally funded research. (ii) Requirements for definition of artificial intelligence-ready.-- (I) In general.--In facilitating the establishment of the definition of the term ``artificial intelligence- ready'' under clause (i)(I), the Director shall take such actions as may be necessary to ensure such definition, when applied to a biological dataset, requires such dataset be generated and formatted in a manner that-- (aa) enables the effective use of the dataset for training artificial intelligence models; and (bb) supports advancements in research relating to artificial intelligence and biotechnology. (II) Discretion.--With respect to a biological dataset that otherwise satisfies the definition of ``artificial intelligence-ready'' under clause (i)(I), the Director may, in consultation with the Chief Data Officer of the Federal department or agency that is responsible for such biological dataset, determine that such dataset is not artificial intelligence- ready. (iii) Requirements for definition of qualified federally funded research.--In facilitating the establishment of the definition of the term ``qualified federally funded research'' under clause (i)(IV), the Director shall take such actions as may be necessary to include in such definition certain conditions that, if satisfied, will result in certain federally funded research being qualified federally funded research. Such conditions shall include the following: (I) The amount of Federal funding awarded to a recipient. (II) The capability of the recipient to generate a biological dataset that is artificial intelligence-ready. (III) The expertise of the recipient in generating a biological dataset that is artificial intelligence-ready. (IV) The size of the biological dataset generated by the recipient. (V) Any other condition the Director considers appropriate. (B) Standards.--In carrying out paragraph (1), the Director shall facilitate the establishment of standards relating to making biological datasets artificial intelligence-ready, in accordance with the definition of artificial intelligence-ready under subparagraph (A)(i)(I). (C) Resources and frameworks.--In carrying out paragraph (1), the Director shall facilitate the establishment of data management resources and cybersecurity frameworks for the following: (i) Federal departments and agencies that provide either full or partial Federal funding for research that generates biological datasets. (ii) Federally funded researchers who are collecting, cleaning, curating, or generating biological datasets to make the datasets artificial intelligence-ready. (D) Additional requirements.--The Director shall take such actions as may be necessary to ensure the definitions, standards, resources, and frameworks referred to in paragraph (1)-- (i) are not overly burdensome on recipients of funding for qualified federally funded research, such that the act of generating biological datasets that are artificial intelligence-ready requires resources and expertise beyond those available to the recipients; and (ii) are tested and evaluated in accordance with subsection (c). (3) Annual updates.--Not later than 1 year after the date of the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and annually thereafter, the Director shall review such definitions, standards, resources, and frameworks and, as the Director considers appropriate, shall update such definitions, standards, resources, and frameworks in accordance with this section. (4) Consultation.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall carry out the following: (A) Assess any existing standard related to biotechnology or artificial intelligence, including any standards inventoried pursuant to subsection (b)(1)(A), and, if appropriate, facilitate the incorporation of any such standards in the establishment of the standards referred to in paragraph (2)(B). (B) Consult with the following: (i) The Secretary of Agriculture. (ii) The Secretary of Defense. (iii) The Secretary of Energy. (iv) The Director of the National Aeronautics and Space Administration. (v) The Director of the National Institutes of Health. (vi) The Administrator of the National Science Foundation. (vii) The head of any other Federal department or agency the Director considers appropriate. (C) Seek to consult with the following: (i) Private sector entities from the biotechnology industry. (ii) Members of academia. (5) Personnel.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall hire staff as the Director determines necessary. (b) Information Gathering.-- (1) In general.--Not later than 1 year after the date of the enactment of this Act, the Director shall inventory the following: (A) Existing biotechnology standards utilized by recipients of Federal funding for biotechnology research to generate biological datasets. (B) Existing biological datasets generated by recipients of Federal funding for biotechnology research. (2) Publication.--Not later than 1 year after the Director completes the inventory requirement under paragraph (1), the Director shall make any information inventoried under that paragraph available to the public through a website of the National Institute of Standards and Technology. (c) Test and Evaluation.--Not later than 2 years after the date of the enactment of this Act, the Director shall coordinate with the Administrator of the National Science Foundation to conduct a test and evaluation of the definitions, standards, resources, and frameworks referred to in subsection (a)(1) on a sample of biological datasets generated as a result of qualified federally funded research to determine the following: (1) Whether such definitions, standards, resources, and frameworks are clearly written, easy to follow, and easily applicable for the generation of biological datasets that are artificial intelligence-ready. (2) Whether compliance with such definitions, standards, resources, and frameworks when generating or curating biological datasets results in an undue burden on the recipients of such qualified federally funded research, and if so, how to modify such definitions, standards, resources, or frameworks, as the case may be, so as to reduce such burden. (d) Advice and Assistance Related to Federal Department or Agency Data Standards.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the head of a Federal department or agency that provides funding for qualified federally funded research and that seeks to utilize a biological dataset of such department or agency to train an artificial intelligence model may make a request to the Director to provide advice or assistance with respect to developing the following: (A) Data standards for such training. (B) Any data management plan related to such data standards. (2) Resources.--A head of a Federal department or agency that makes a request pursuant to paragraph (1) may enter into an agreement with the Director to provide to the Director any resources as may be necessary for the Director to provide any advice or assistance related to such request. (3) Oversight mechanisms.--The Director shall establish the following: (A) A regularly updated central repository, made available to the public as the Director determines appropriate, on which the head of any Federal department or agency may publish any data standards, and data management plan related to such standards, relating to utilizing a biological dataset of such department or agency to train an artificial intelligence model. (B) A publicly available database to serve as a single point of access, updated as the Director determines necessary, on which the head of any Federal department or agency may publish artificial intelligence-ready biological datasets. (C) A mechanism available to each Federal department or agency to make a request pursuant to paragraph (1). (4) Public input.--The Director may solicit input and feedback from the public with respect to any advice or assistance related to a request made pursuant to paragraph (1). (e) Public Input and Feedback; Consultation.--In carrying out subsection (a)(1), the Director shall carry out the following: (1) Solicit input and feedback from the public regarding the definitions, standards, resources, and frameworks referred to in such subsection. (2) Consult the heads of Federal departments and agencies that provide funding for qualified federally funded research to ensure such departments and agencies are able to develop data standards, and any data management plan associated with such data standards, related to utilizing a biological dataset of such department or agency to train an artificial intelligence model, including the following: (A) The Secretary of Agriculture. (B) The Secretary of Defense. (C) The Secretary of Energy. (D) The Director of the National Aeronautics and Space Administration. (E) The Director of the National Institutes of Health. (F) The Administrator of the National Science Foundation. (G) The head of any other Federal department or agency as determined by the Director. (f) Advisory Group.-- (1) In general.--Not later than 180 days after the date of the enactment of this Act, the Director shall establish an advisory group to carry out the following: (A) Provide recommendations relating to the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Review and provide feedback with respect to any advice or assistance related to a request made pursuant to subsection (d)(1). (C) Provide recommendations to academic journals for guidelines relating to artificial intelligence- ready biological datasets. (D) Solicit recommendations from the academic community regarding implementation of the definitions, standards, resources, and frameworks. (E) Provide any other guidance the Director may request. (2) Membership.-- (A) In general.--The advisory group established under paragraph (1) shall be composed of not fewer than 12 members. The Director shall carry out the following: (i) Appoint representatives of Federal departments or agencies that award funds to recipients to carry out qualified federally funded research. (ii) Seek to appoint representatives of academia, private sector entities, and academic publishers. (B) Terms.-- (i) In general.--Each member shall serve for a term of 2 years. (ii) Renewal.--Subject to the discretion of the Director, the term of each member may be renewed for an additional 2-year term. (3) Chairperson.-- (A) Appointment.--The Chairperson of the advisory group shall be designated by the Director from among the members. (B) Term.--The term of the Chairperson shall be 1 year. (C) Renewal.--Subject to the discretion of the Director, the term of a Chairperson may be renewed for an additional 1-year term. (4) Reports.-- (A) Interim report.--Not later than 1 year after the date of the enactment of this Act, the advisory group shall submit to the Director an interim report that contains advice and guidance with respect to the matters described in paragraph (1). (B) Subsequent reports.--If the advisory group or the Director determines appropriate, the advisory group shall submit to the Director subsequent reports relating to the matters described in paragraph (1). (g) Federal Acquisition Regulation Revisions.--The Federal Acquisition Regulatory Council shall revise the Federal Acquisition Regulation as necessary to implement the definitions, standards, resources, and frameworks established under subsection (a)(1). (h) Annual Report.-- (1) Interim report.--Not later than 1 year after the date of the enactment of this Act, the Director shall submit to Congress and the Comptroller General of the United States an interim report that includes information relating to the progress of facilitating the establishment of the definitions, standards, resources, and frameworks under subsection (a)(1) and any advice or assistance related to a request made pursuant to subsection (d)(1). (2) Subsequent reports.--Not later than 2 years after the date of the enactment of this Act, and annually thereafter, the Director shall submit to Congress and the Comptroller General of the United States a report that includes information relating to the following: (A) The establishment, implementation, and, if applicable, revision, of the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Any advice or assistance related to a request made pursuant to subsection (d)(1). (3) Additional requirement for first subsequent report.-- With respect to the first subsequent report under paragraph (2), the Director shall include a summary of the testing and evaluation under subsection (c) that includes information relating to the following: (A) The findings of the testing and evaluation. (B) The manner by which the Director addressed any concern identified as a result of the testing and evaluation. (C) An assessment of any burden on recipients of funding for qualified federally funded research regarding ensuring that biological datasets are artificial intelligence-ready. (D) A cost-benefit analysis of the value of ensuring that biological datasets are artificial intelligence-ready in relation to any such burden. (i) Government Accountability Office Report.--Not later than 5 years after the date of the enactment of this Act, the Comptroller General of the United States shall submit to Congress a report on the impact of the definitions, standards, resources, and frameworks referred to in subsection (a)(1), including the following: (1) An assessment of the effectiveness of the definitions, standards, resources, and frameworks in ensuring each biological dataset generated by a recipient of funding for qualified federally funded research is artificial intelligent- ready. (2) An assessment of whether the implementation of the definitions, standards, resources, and frameworks as the case may be, has resulted in an undue burden on any recipient of Federal funding. (3) Any recommendations with respect to the implementation of the definitions, standards, resources, and frameworks. (j) Sunset.--This section shall terminate on the date that is 10 years after the date of the enactment of this Act. (k) Definitions.--In this section: (1) Biological data.--The term ``biological data'' means information that is measured, collected, or aggregated for analysis, including associated descriptors, derived from the structure, function, or process of a biological system. (2) Biological dataset.--The term ``biological dataset'' means a discreet collection of biological data. (3) Biological data repository.--The term ``biological data repository'' means any centralized data storage capacity meant for managing or storing biological data. <all>\n\nSUMMARY TO EVALUATE:\nTitle: AI-Ready Bio-Data Standards Act\nSummary: This act directs experts to create clear rules for organizing biological data so it can be easily and safely used by artificial intelligence. It aims to speed up medical and scientific breakthroughs by making sure taxpayer-funded research data is high-quality and accessible.\nKey Points: Sets clear standards for making biological data compatible with AI models., Creates a public database to access AI-ready biological information., Establishes new cybersecurity rules to protect sensitive biological research., Helps researchers use modern technology without adding too much paperwork.\n\nZASADY OCENY:\n1. Sprawdź wszystkie LICZBY, DATY i KWOTY w SUMMARY. Jeśli którejś brakuje w SOURCE -> is_valid: false.\n2. Sprawdź wszystkie NAZWISKA, ORGANIZACJE i MIEJSCA w SUMMARY. Jeśli którejś brakuje w SOURCE -> is_valid: false.\n3. Sprawdź wszystkie konkretne DZIAŁANIA PRAWNE . Jeśli tego mechanizmu nie ma w SOURCE -> is_valid: false.\n\nWAŻNE: Abstrakcyjne pojęcia (np. \"transparentność\", \"zaufanie\") są dozwolone jako wnioski.\n\nOUTPUT (JSON):\n{\n  \"is_valid\": true/false,\n  \"issue\": \"fabricated_entity\" / \"contradiction\" / \"none\"\n}\n\nWYMAGANIA FORMATOWANIA:\n1. Odpowiedz WYŁĄCZNIE surowym obiektem JSON.\n2. NIE używaj bloków kodu Markdown.\n3. NIE dodawaj żadnych wstępów ani wyjaśnień przed ani po JSONie.\n4. JSON musi być poprawny i gotowy do parsowania.\n\n",
      "ai_response_raw": "{\n  \"is_valid\": false,\n  \"issue\": \"fabricated_entity\"\n}"
    },
    {
      "timestamp": "2026-03-28T12:15:08.633Z",
      "source_url": "https://www.congress.gov/119/bills/hr7907/BILLS-119hr7907ih.htm",
      "model": "gemini-flash-latest",
      "prompt_sent": "\nJesteś ekspertem od prawa Stanów Zjednoczonych, który ma za zadanie analizować dokumenty ustaw, uchwał oraz innych dokumentów legislacyjnych, a następnie przygotowywać z nich informacje w przystępny sposób dla obywateli. Twoim celem jest przedstawienie informacji tak, aby obywatele mogli sami ocenić wpływ legislacji na ich życie, nawet bez posiadania specjalistycznej wiedzy legislacyjnej. Skup się na faktach i obiektywnych skutkach wprowadzanych zmian, unikając wartościowania i osobistych opinii. Wszelki żargon prawny jest zabroniony. Prezentuj informacje w jasny, zwięzły i angażujący sposób, tak aby były zrozumiałe dla osoby bez wykształcenia prawniczego. Unikaj długich, złożonych zdań. Zamiast pisać \"projekt ma na celu nowelizację kodeksu podatkowego...\", napisz \"Zmiany w podatkach: nowe ulgi i obowiązki dla...\". Kontynuuj swoją pracę, dopóki nie rozwiążesz swojego zadania. Jeśli nie masz pewności co do generowanej treści, przeanalizuj dokument ponownie – nie zgaduj. Rozplanuj dobrze swoje zadanie przed przystąpieniem do niego. W podsumowaniu i kluczowych punktach, jeśli to możliwe i uzasadnione, podkreśl, jakie konkretne korzyści lub skutki (pozytywne lub negatywne) wprowadza ustawa dla życia codziennego obywateli, ich praw i obowiązków, finansów osobistych, bezpieczeństwa i innych ważnych kwestii (np. kategorycznych zakazów i nakazów czy najważniejszych konkretnych alokacji finansowych i terytorialnych).\n\nTwoja odpowiedź MUSI być w formacie JSON - i zawierać następujące klucze.\nZanim zwrócisz odpowiedź, dokładnie zweryfikuj, czy cała struktura JSON jest w 100% poprawna, włącznie ze wszystkimi przecinkami, nawiasami klamrowymi, kwadratowymi oraz cudzysłowami. Błędny JSON jest nieakceptowalny i uniemożliwi przetworzenie Twojej pracy.\n\nPrzeanalizuj dokładnie poniższy tekst dokumentu prawnego. To jest treść, na podstawie której masz wygenerować podsumowanie i kluczowe punkty:\n--- POCZĄTEK DOKUMENTU ---\n[Congressional Bills 119th Congress] [From the U.S. Government Publishing Office] [H.R. 7907 Introduced in House (IH)] <DOC> 119th CONGRESS 2d Session H. R. 7907 To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. _______________________________________________________________________ IN THE HOUSE OF REPRESENTATIVES March 12, 2026 Mr. Khanna (for himself and Mr. Obernolte) introduced the following bill; which was referred to the Committee on Science, Space, and Technology _______________________________________________________________________ A BILL To direct the Director of the National Institute of Standards and Technology to facilitate the establishment of definitions, standards, resources, and frameworks to ensure certain biological datasets are ready for use in artificial intelligence models, and for other purposes. Be it enacted by the Senate and House of Representatives of the United States of America in Congress assembled, SECTION 1. SHORT TITLE. This Act may be cited as the ``AI-Ready Bio-Data Standards Act''. SEC. 2. DEFINITIONS, STANDARDS, RESOURCES, AND FRAMEWORKS BY THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY FOR CERTAIN BIOLOGICAL DATASETS. (a) Establishment.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the Director of the National Institute of Standards and Technology (in this section referred to as the ``Director''), pursuant to recommendations from the advisory group under subsection (f) and taking into account any feedback received under subsection (e), shall facilitate the establishment of definitions, standards, resources, and frameworks to ensure each biological dataset generated as a result of qualified federally funded research is artificial intelligence-ready. (2) Requirements for definitions, standards, resources, and frameworks.-- (A) Definitions.-- (i) In general.--In carrying out paragraph (1), the Director shall facilitate the establishment of definitions for the following terms: (I) Artificial intelligence-ready. (II) Biomanufacturing. (III) Biotechnology. (IV) Qualified federally funded research. (ii) Requirements for definition of artificial intelligence-ready.-- (I) In general.--In facilitating the establishment of the definition of the term ``artificial intelligence- ready'' under clause (i)(I), the Director shall take such actions as may be necessary to ensure such definition, when applied to a biological dataset, requires such dataset be generated and formatted in a manner that-- (aa) enables the effective use of the dataset for training artificial intelligence models; and (bb) supports advancements in research relating to artificial intelligence and biotechnology. (II) Discretion.--With respect to a biological dataset that otherwise satisfies the definition of ``artificial intelligence-ready'' under clause (i)(I), the Director may, in consultation with the Chief Data Officer of the Federal department or agency that is responsible for such biological dataset, determine that such dataset is not artificial intelligence- ready. (iii) Requirements for definition of qualified federally funded research.--In facilitating the establishment of the definition of the term ``qualified federally funded research'' under clause (i)(IV), the Director shall take such actions as may be necessary to include in such definition certain conditions that, if satisfied, will result in certain federally funded research being qualified federally funded research. Such conditions shall include the following: (I) The amount of Federal funding awarded to a recipient. (II) The capability of the recipient to generate a biological dataset that is artificial intelligence-ready. (III) The expertise of the recipient in generating a biological dataset that is artificial intelligence-ready. (IV) The size of the biological dataset generated by the recipient. (V) Any other condition the Director considers appropriate. (B) Standards.--In carrying out paragraph (1), the Director shall facilitate the establishment of standards relating to making biological datasets artificial intelligence-ready, in accordance with the definition of artificial intelligence-ready under subparagraph (A)(i)(I). (C) Resources and frameworks.--In carrying out paragraph (1), the Director shall facilitate the establishment of data management resources and cybersecurity frameworks for the following: (i) Federal departments and agencies that provide either full or partial Federal funding for research that generates biological datasets. (ii) Federally funded researchers who are collecting, cleaning, curating, or generating biological datasets to make the datasets artificial intelligence-ready. (D) Additional requirements.--The Director shall take such actions as may be necessary to ensure the definitions, standards, resources, and frameworks referred to in paragraph (1)-- (i) are not overly burdensome on recipients of funding for qualified federally funded research, such that the act of generating biological datasets that are artificial intelligence-ready requires resources and expertise beyond those available to the recipients; and (ii) are tested and evaluated in accordance with subsection (c). (3) Annual updates.--Not later than 1 year after the date of the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and annually thereafter, the Director shall review such definitions, standards, resources, and frameworks and, as the Director considers appropriate, shall update such definitions, standards, resources, and frameworks in accordance with this section. (4) Consultation.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall carry out the following: (A) Assess any existing standard related to biotechnology or artificial intelligence, including any standards inventoried pursuant to subsection (b)(1)(A), and, if appropriate, facilitate the incorporation of any such standards in the establishment of the standards referred to in paragraph (2)(B). (B) Consult with the following: (i) The Secretary of Agriculture. (ii) The Secretary of Defense. (iii) The Secretary of Energy. (iv) The Director of the National Aeronautics and Space Administration. (v) The Director of the National Institutes of Health. (vi) The Administrator of the National Science Foundation. (vii) The head of any other Federal department or agency the Director considers appropriate. (C) Seek to consult with the following: (i) Private sector entities from the biotechnology industry. (ii) Members of academia. (5) Personnel.--To facilitate the establishment of the definitions, standards, resources, and frameworks under paragraph (1), and any update under paragraph (3), the Director shall hire staff as the Director determines necessary. (b) Information Gathering.-- (1) In general.--Not later than 1 year after the date of the enactment of this Act, the Director shall inventory the following: (A) Existing biotechnology standards utilized by recipients of Federal funding for biotechnology research to generate biological datasets. (B) Existing biological datasets generated by recipients of Federal funding for biotechnology research. (2) Publication.--Not later than 1 year after the Director completes the inventory requirement under paragraph (1), the Director shall make any information inventoried under that paragraph available to the public through a website of the National Institute of Standards and Technology. (c) Test and Evaluation.--Not later than 2 years after the date of the enactment of this Act, the Director shall coordinate with the Administrator of the National Science Foundation to conduct a test and evaluation of the definitions, standards, resources, and frameworks referred to in subsection (a)(1) on a sample of biological datasets generated as a result of qualified federally funded research to determine the following: (1) Whether such definitions, standards, resources, and frameworks are clearly written, easy to follow, and easily applicable for the generation of biological datasets that are artificial intelligence-ready. (2) Whether compliance with such definitions, standards, resources, and frameworks when generating or curating biological datasets results in an undue burden on the recipients of such qualified federally funded research, and if so, how to modify such definitions, standards, resources, or frameworks, as the case may be, so as to reduce such burden. (d) Advice and Assistance Related to Federal Department or Agency Data Standards.-- (1) In general.--Not later than 2 years after the date of the enactment of this Act, the head of a Federal department or agency that provides funding for qualified federally funded research and that seeks to utilize a biological dataset of such department or agency to train an artificial intelligence model may make a request to the Director to provide advice or assistance with respect to developing the following: (A) Data standards for such training. (B) Any data management plan related to such data standards. (2) Resources.--A head of a Federal department or agency that makes a request pursuant to paragraph (1) may enter into an agreement with the Director to provide to the Director any resources as may be necessary for the Director to provide any advice or assistance related to such request. (3) Oversight mechanisms.--The Director shall establish the following: (A) A regularly updated central repository, made available to the public as the Director determines appropriate, on which the head of any Federal department or agency may publish any data standards, and data management plan related to such standards, relating to utilizing a biological dataset of such department or agency to train an artificial intelligence model. (B) A publicly available database to serve as a single point of access, updated as the Director determines necessary, on which the head of any Federal department or agency may publish artificial intelligence-ready biological datasets. (C) A mechanism available to each Federal department or agency to make a request pursuant to paragraph (1). (4) Public input.--The Director may solicit input and feedback from the public with respect to any advice or assistance related to a request made pursuant to paragraph (1). (e) Public Input and Feedback; Consultation.--In carrying out subsection (a)(1), the Director shall carry out the following: (1) Solicit input and feedback from the public regarding the definitions, standards, resources, and frameworks referred to in such subsection. (2) Consult the heads of Federal departments and agencies that provide funding for qualified federally funded research to ensure such departments and agencies are able to develop data standards, and any data management plan associated with such data standards, related to utilizing a biological dataset of such department or agency to train an artificial intelligence model, including the following: (A) The Secretary of Agriculture. (B) The Secretary of Defense. (C) The Secretary of Energy. (D) The Director of the National Aeronautics and Space Administration. (E) The Director of the National Institutes of Health. (F) The Administrator of the National Science Foundation. (G) The head of any other Federal department or agency as determined by the Director. (f) Advisory Group.-- (1) In general.--Not later than 180 days after the date of the enactment of this Act, the Director shall establish an advisory group to carry out the following: (A) Provide recommendations relating to the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Review and provide feedback with respect to any advice or assistance related to a request made pursuant to subsection (d)(1). (C) Provide recommendations to academic journals for guidelines relating to artificial intelligence- ready biological datasets. (D) Solicit recommendations from the academic community regarding implementation of the definitions, standards, resources, and frameworks. (E) Provide any other guidance the Director may request. (2) Membership.-- (A) In general.--The advisory group established under paragraph (1) shall be composed of not fewer than 12 members. The Director shall carry out the following: (i) Appoint representatives of Federal departments or agencies that award funds to recipients to carry out qualified federally funded research. (ii) Seek to appoint representatives of academia, private sector entities, and academic publishers. (B) Terms.-- (i) In general.--Each member shall serve for a term of 2 years. (ii) Renewal.--Subject to the discretion of the Director, the term of each member may be renewed for an additional 2-year term. (3) Chairperson.-- (A) Appointment.--The Chairperson of the advisory group shall be designated by the Director from among the members. (B) Term.--The term of the Chairperson shall be 1 year. (C) Renewal.--Subject to the discretion of the Director, the term of a Chairperson may be renewed for an additional 1-year term. (4) Reports.-- (A) Interim report.--Not later than 1 year after the date of the enactment of this Act, the advisory group shall submit to the Director an interim report that contains advice and guidance with respect to the matters described in paragraph (1). (B) Subsequent reports.--If the advisory group or the Director determines appropriate, the advisory group shall submit to the Director subsequent reports relating to the matters described in paragraph (1). (g) Federal Acquisition Regulation Revisions.--The Federal Acquisition Regulatory Council shall revise the Federal Acquisition Regulation as necessary to implement the definitions, standards, resources, and frameworks established under subsection (a)(1). (h) Annual Report.-- (1) Interim report.--Not later than 1 year after the date of the enactment of this Act, the Director shall submit to Congress and the Comptroller General of the United States an interim report that includes information relating to the progress of facilitating the establishment of the definitions, standards, resources, and frameworks under subsection (a)(1) and any advice or assistance related to a request made pursuant to subsection (d)(1). (2) Subsequent reports.--Not later than 2 years after the date of the enactment of this Act, and annually thereafter, the Director shall submit to Congress and the Comptroller General of the United States a report that includes information relating to the following: (A) The establishment, implementation, and, if applicable, revision, of the definitions, standards, resources, and frameworks referred to in subsection (a)(1). (B) Any advice or assistance related to a request made pursuant to subsection (d)(1). (3) Additional requirement for first subsequent report.-- With respect to the first subsequent report under paragraph (2), the Director shall include a summary of the testing and evaluation under subsection (c) that includes information relating to the following: (A) The findings of the testing and evaluation. (B) The manner by which the Director addressed any concern identified as a result of the testing and evaluation. (C) An assessment of any burden on recipients of funding for qualified federally funded research regarding ensuring that biological datasets are artificial intelligence-ready. (D) A cost-benefit analysis of the value of ensuring that biological datasets are artificial intelligence-ready in relation to any such burden. (i) Government Accountability Office Report.--Not later than 5 years after the date of the enactment of this Act, the Comptroller General of the United States shall submit to Congress a report on the impact of the definitions, standards, resources, and frameworks referred to in subsection (a)(1), including the following: (1) An assessment of the effectiveness of the definitions, standards, resources, and frameworks in ensuring each biological dataset generated by a recipient of funding for qualified federally funded research is artificial intelligent- ready. (2) An assessment of whether the implementation of the definitions, standards, resources, and frameworks as the case may be, has resulted in an undue burden on any recipient of Federal funding. (3) Any recommendations with respect to the implementation of the definitions, standards, resources, and frameworks. (j) Sunset.--This section shall terminate on the date that is 10 years after the date of the enactment of this Act. (k) Definitions.--In this section: (1) Biological data.--The term ``biological data'' means information that is measured, collected, or aggregated for analysis, including associated descriptors, derived from the structure, function, or process of a biological system. (2) Biological dataset.--The term ``biological dataset'' means a discreet collection of biological data. (3) Biological data repository.--The term ``biological data repository'' means any centralized data storage capacity meant for managing or storing biological data. <all>\n--- KONIEC DOKUMENTU ---\n\nPAMIĘTAJ: Twoja odpowiedź MUSI być wyłącznie poprawnym obiektem JSON. Nie dodawaj żadnych dodatkowych znaków, komentarzy ani tekstu przed znacznikiem '{' ani po znaczniku '}'. Cała odpowiedź musi być parsowalna jako JSON.\nNa podstawie POWYŻSZEGO dokumentu, wypełnij poniższą strukturę JSON:\nOto struktura JSON, której oczekuję (wypełnij ją treścią):\n{\n  \"pl_ai_title\": \"Nowy, krótki tytuł dla aktu prawnego po polsku, oddający sedno wprowadzanych zmian (np. maksymalnie 10-12 słów).\",\n  \"pl_summary\": \"2-3 zdania zwięzłego podsumowania treści aktu prawnego po polsku, napisane z perspektywy wpływu na życie codzienne obywateli.\",\n  \"pl_key_points\": [\n    \"Pierwszy krótki punkt po polsku dotyczący najważniejszych wprowadzanych rozwiązań lub zmian.\",\n    \"Drugi krótki punkt po polsku...\"\n  ],\n  \"eng_ai_title\": \"A new, short title for the legal act in English, capturing the essence of the changes (e.g., max 10-12 words).\",\n  \"eng_summary\": \"2-3 sentences summarizing the legal act in English, from the perspective of its impact on citizens' daily lives.\",\n  \"eng_key_points\": [\n    \"First short bullet point in English regarding the most important solutions or changes being introduced.\",\n    \"Second short bullet point in English...\"\n  ],\n  \"de_ai_title\": \"Ein neuer, kurzer Titel für das Rechtsdokument auf Deutsch, der den Kern der Änderungen erfasst (z.B. max. 10-12 Wörter).\",\n  \"de_summary\": \"2-3 Sätze Zusammenfassung des Rechtsdokuments auf Deutsch, aus der Perspektive seiner Auswirkungen auf das tägliche Leben der Bürger.\",\n  \"de_key_points\": [\n    \"Erster kurzer Stichpunkt auf Deutsch zu den wichtigsten eingeführten Lösungen oder Änderungen.\",\n    \"Zweiter kurzer Stichpunkt auf Deutsch...\"\n  ],\n  \"fr_ai_title\": \"Un nouveau titre court pour l'acte juridique en français, saisissant l'essence des changements (par exemple, 10-12 mots maximum).\",\n  \"fr_summary\": \"Résumé de 2-3 phrases de l'acte juridique en français, du point de vue de son impact sur la vie quotidienne des citoyens.\",\n  \"fr_key_points\": [\n    \"Premier court point en français concernant les solutions ou changements les plus importants introduits.\",\n    \"Deuxième court point en français...\"\n  ],\n  \"es_ai_title\": \"Un nuevo título breve para el acto jurídico en español, que recoja la esencia de los cambios (por ejemplo, máximo 10-12 palabras).\",\n  \"es_summary\": \"Resumen de 2-3 frases del acto jurídico en español, desde la perspectiva de su impacto en la vida cotidiana de los ciudadanos.\",\n  \"es_key_points\": [\n    \"Primer punto breve en español sobre las soluciones o cambios más importantes que se introducen.\",\n    \"Segundo punto breve en español...\"\n  ],\n  \"it_ai_title\": \"Un nuovo titolo breve per l'atto giuridico in italiano, che colga l'essenza delle modifiche (ad es. massimo 10-12 parole).\",\n  \"it_summary\": \"Riepilogo di 2-3 frasi dell'atto giuridico in italiano, dal punto di vista del suo impatto sulla vita quotidiana dei cittadini.\",\n  \"it_key_points\": [\n    \"Primo breve punto in italiano riguardante le soluzioni o le modifiche più importanti introdotte.\",\n    \"Secondo breve punto in italiano...\"\n  ],\n  \"nl_ai_title\": \"Een nieuwe, korte titel voor de rechtshandeling in het Nederlands, die de essentie van de wijzigingen weergeeft (bijv. max. 10-12 woorden).\",\n  \"nl_summary\": \"Samenvatting van 2-3 zinnen van de rechtshandeling in het Nederlands, vanuit het perspectief van de impact op het dagelijks leven van burgers.\",\n  \"nl_key_points\": [\n    \"Eerste korte punt in het Nederlands betreffende de belangrijkste geïntroduceerde oplossingen of wijzigingen.\",\n    \"Tweede korte punt in het Nederlands...\"\n  ],\n  \"pt_ai_title\": \"Um novo título curto para o ato jurídico em português, capturando a essência das mudanças (por exemplo, máx. 10-12 palavras).\",\n  \"pt_summary\": \"Resumo de 2-3 frases do ato jurídico em português, na perspetiva do seu impacto na vida quotidiana dos cidadãos.\",\n  \"pt_key_points\": [\n    \"Primeiro ponto curto em português sobre as soluções ou alterações mais importantes introduzidas.\",\n    \"Segundo ponto curto em português...\"\n  ],\n  \"category\": [\"Categorize the document into one category by default, based on the field it primarily concerns. Choose up to 3 if the document also touches upon SIGNIFICANT issues from other categories. You MUST select categories ONLY from the following list: Health, Education, Family, Taxes, Labor, Security, Environment, Courts and Law, Transport, Benefits, Real Estate, Media and Culture, Local Government, Migration, Agriculture, Public Investments, Informatization, Economy. If the document does not definitively fit any of these, you MUST use \"Other\". If you use \"Other\", it should be the ONLY category selected. Do NOT invent new categories. The response must be an array of strings, e.g., [\"Taxes\", \"Family\"].\"]\n}\n\n",
      "ai_response_raw": "{\n  \"pl_ai_title\": \"Ustawa o standardach danych biologicznych gotowych dla sztucznej inteligencji\",\n  \"pl_summary\": \"Ustawa nakłada na ekspertów obowiązek stworzenia jasnych zasad przygotowania danych biologicznych tak, aby mogły być bezpiecznie i skutecznie wykorzystywane przez sztuczną inteligencję. Dzięki temu badania nad nowymi lekami i technologiami medycznymi finansowane z pieniędzy publicznych będą mogły przebiegać szybciej i sprawniej.\",\n  \"pl_key_points\": [\n    \"Wprowadzenie jednolitych definicji i standardów dla danych biologicznych wykorzystywanych w AI.\",\n    \"Stworzenie publicznej bazy danych z gotowymi do użycia informacjami biologicznymi.\",\n    \"Zapewnienie bezpieczeństwa cyfrowego i ochrony danych w badaniach biotechnologicznych.\",\n    \"Ułatwienie naukowcom dostępu do nowoczesnych narzędzi bez nakładania na nich nadmiernych obowiązków biurokratycznych.\"\n  ],\n  \"eng_ai_title\": \"AI-Ready Bio-Data Standards Act\",\n  \"eng_summary\": \"This act directs experts to create clear rules for organizing biological data so it can be easily and safely used by artificial intelligence. It aims to speed up medical and scientific breakthroughs by making sure taxpayer-funded research data is high-quality and accessible.\",\n  \"eng_key_points\": [\n    \"Sets clear standards for making biological data compatible with AI models.\",\n    \"Creates a public database to access AI-ready biological information.\",\n    \"Establishes new cybersecurity rules to protect sensitive biological research.\",\n    \"Helps researchers use modern technology without adding too much paperwork.\"\n  ],\n  \"de_ai_title\": \"Gesetz über KI-bereite Standards für biologische Daten\",\n  \"de_summary\": \"Dieses Gesetz verpflichtet Experten dazu, klare Regeln für die Aufbereitung biologischer Daten zu erstellen, damit diese sicher und effizient von künstlicher Intelligenz genutzt werden können. Ziel ist es, die medizinische Forschung und technologische Innovationen durch besser nutzbare öffentlich finanzierte Daten zu beschleunigen.\",\n  \"de_key_points\": [\n    \"Einführung einheitlicher Standards für die Nutzung biologischer Daten in der KI.\",\n    \"Aufbau einer öffentlichen Datenbank für KI-bereite biologische Informationen.\",\n    \"Stärkung der Cybersicherheit beim Umgang mit Forschungsdaten.\",\n    \"Unterstützung für Wissenschaftler durch moderne Werkzeuge ohne übermäßige Bürokratie.\"\n  ],\n  \"fr_ai_title\": \"Loi sur les normes de données biologiques prêtes pour l'IA\",\n  \"fr_summary\": \"Cette loi charge des experts de définir des règles claires pour organiser les données biologiques afin qu'elles soient utilisables en toute sécurité par l'intelligence artificielle. L'objectif est d'accélérer les découvertes médicales en rendant les recherches financées par les fonds publics plus accessibles et exploitables.\",\n  \"fr_key_points\": [\n    \"Création de normes uniformes pour rendre les données biologiques compatibles avec l'IA.\",\n    \"Mise en place d'une base de données publique pour accéder aux informations biologiques.\",\n    \"Renforcement de la cybersécurité pour protéger les données de recherche.\",\n    \"Soutien aux chercheurs pour utiliser les nouvelles technologies sans lourdeur administrative.\"\n  ],\n  \"es_ai_title\": \"Ley de Estándares de Datos Biológicos Listos para la IA\",\n  \"es_summary\": \"Esta ley ordena la creación de reglas claras para organizar datos biológicos de modo que la inteligencia artificial pueda usarlos de forma segura y eficiente. Busca acelerar los avances médicos asegurando que la investigación financiada con fondos públicos sea de alta calidad y fácil de procesar.\",\n  \"es_key_points\": [\n    \"Establece estándares para que los datos biológicos sean compatibles con modelos de IA.\",\n    \"Crea una base de datos pública con información biológica lista para su uso.\",\n    \"Implementa marcos de ciberseguridad para proteger la investigación biotecnológica.\",\n    \"Facilita el trabajo de los científicos sin imponer cargas burocráticas excesivas.\"\n  ],\n  \"it_ai_title\": \"Legge sugli standard per i dati biologici pronti per l'IA\",\n  \"it_summary\": \"Questa legge incarica gli esperti di stabilire regole chiare per organizzare i dati biologici in modo che possano essere usati in sicurezza dall'intelligenza artificiale. L'obiettivo è velocizzare la ricerca medica rendendo i dati finanziati con fondi pubblici più accessibili e di qualità.\",\n  \"it_key_points\": [\n    \"Definizione di standard comuni per rendere i dati biologici compatibili con l'IA.\",\n    \"Creazione di un database pubblico per accedere a informazioni biologiche pronte all'uso.\",\n    \"Introduzione di misure di cybersicurezza per proteggere i dati della ricerca.\",\n    \"Supporto ai ricercatori nell'uso di nuove tecnologie senza eccessiva burocrazia.\"\n  ],\n  \"nl_ai_title\": \"Wet op AI-ready standaarden voor biologische gegevens\",\n  \"nl_summary\": \"Deze wet verplicht experts om duidelijke regels op te stellen voor het organiseren van biologische gegevens, zodat deze veilig en efficiënt door kunstmatige intelligentie kunnen worden gebruikt. Het doel is om medische doorbraken te versnellen door publiek gefinancierde onderzoeksdata beter toegankelijk te maken.\",\n  \"nl_key_points\": [\n    \"Vaststellen van standaarden om biologische data geschikt te maken voor AI-modellen.\",\n    \"Opzetten van een openbare database met AI-ready biologische informatie.\",\n    \"Invoeren van cybersecurity-richtlijnen voor de bescherming van onderzoeksgegevens.\",\n    \"Ondersteuning van wetenschappers bij het gebruik van moderne technologie zonder extra rompslomp.\"\n  ],\n  \"pt_ai_title\": \"Lei de Padrões de Dados Biológicos Prontos para IA\",\n  \"pt_summary\": \"Esta lei determina a criação de regras claras para organizar dados biológicos para que possam ser usados de forma segura e eficaz pela inteligência artificial. O objetivo é acelerar descobertas médicas ao garantir que pesquisas financiadas publicamente sejam acessíveis e de alta qualidade.\",\n  \"pt_key_points\": [\n    \"Criação de padrões para tornar dados biológicos compatíveis com modelos de IA.\",\n    \"Estabelecimento de uma base de dados pública com informações biológicas prontas para uso.\",\n    \"Implementação de estruturas de cibersegurança para proteger dados de pesquisa.\",\n    \"Apoio aos investigadores no uso de novas tecnologias sem burocracia excessiva.\"\n  ],\n  \"category\": [\n    \"Informatization\",\n    \"Economy\",\n    \"Health\"\n  ]\n}"
    }
  ]
}