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<dc:title>119 HR 9965 IH: AI Threat Output and Monitoring Incident Containment Act</dc:title>
<dc:publisher>U.S. House of Representatives</dc:publisher>
<dc:date>2026-07-27</dc:date>
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<dc:language>EN</dc:language>
<dc:rights>Pursuant to Title 17 Section 105 of the United States Code, this file is not subject to copyright protection and is in the public domain.</dc:rights>
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<distribution-code display="yes">I</distribution-code><congress display="yes">119th CONGRESS</congress><session display="yes">2d Session</session><legis-num display="yes">H. R. 9965</legis-num><current-chamber>IN THE HOUSE OF REPRESENTATIVES</current-chamber><action display="yes"><action-date date="20260727">July 27, 2026</action-date><action-desc><sponsor name-id="M001228">Ms. Maloy</sponsor> (for herself and <cosponsor name-id="J000305">Ms. Jacobs</cosponsor>) introduced the following bill; which was referred to the <committee-name committee-id="HSY00">Committee on Science, Space, and Technology</committee-name></action-desc></action><legis-type>A BILL</legis-type><official-title display="yes">To direct the National Nuclear Security Administration through the Secretary of Energy to establish the Advanced Artificial Intelligence Nuclear Evaluation Program, and for other purposes.</official-title></form><legis-body id="HF5FA98313DF34D7E963BFF5C56DABE65" style="OLC"> 
<section id="H68374E14562D4AA88C33085685CCAE10" section-type="section-one"><enum>1.</enum><header>Short title</header><text display-inline="no-display-inline">This Act may be cited as the <quote><short-title>AI Threat Output and Monitoring Incident Containment Act</short-title></quote>.</text></section> <section id="H6A5C3374EBDC4B84B33B188456E94640"><enum>2.</enum><header>Advanced artificial intelligence nuclear evaluation program</header> <subsection id="HFD231CB9F08748E9B6B115A82E457B34"><enum>(a)</enum><header>In general</header><text>Not later than 90 days after the date of the enactment of this Act, the Secretary of Energy (in this section referred to as the <quote>Secretary</quote>), acting through the National Laboratories, shall establish a program, to be known as the <quote>Advanced Artificial Intelligence Nuclear Evaluation Program</quote> (in this section referred to as the <quote>Program</quote>), to carry out the following:</text> 
<paragraph id="H17AA4D44DFB640E9AEF36D127343DF0A"><enum>(1)</enum><text>Test and evaluate artificial intelligence to assess the likelihood of an AI nuclear incident with respect to such artificial intelligence.</text></paragraph> <paragraph id="HFBE8C407BB704D638FA9B176835B1180"><enum>(2)</enum><text>Implement in such testing and evaluation protocols to address practical jailbreaking techniques for such artificial intelligence, including such protocols for red-teaming by entities that have expertise the Secretary determines comparable to sophisticated malicious actors.</text></paragraph> 
<paragraph id="H1759D9B7B77A4339ACAC9465E2AD7EC0"><enum>(3)</enum><text>Facilitate to the extent practicable independent, third-party assessments and blind model evaluations of such artificial intelligence.</text></paragraph> <paragraph id="H4783D8AB0D9A4CED8D2EC63FD96B73F2"><enum>(4)</enum><text>Provide to each participant in the Program a report that includes information relating to the following:</text> 
<subparagraph id="HC3CF470C72DB401D95E1526581C739CD"><enum>(A)</enum><text>The outcomes from such testing and evaluation with respect to the artificial intelligence of such participant.</text></subparagraph> <subparagraph id="H72B7C7C20470460496745C61E0422B01"><enum>(B)</enum><text>An identification of the risks and safety measures so tested and evaluated.</text></subparagraph></paragraph> 
<paragraph id="HC88A9F8EBA5D4F4A8C4F70F709F43531"><enum>(5)</enum><text>Develop for large advanced artificial intelligence developers and the National Laboratories recommendations on containment protocols, contingency planning, and mitigation strategies for AI nuclear incidents and loss-of-control scenarios, that are based on data from such testing and evaluation.</text></paragraph> <paragraph id="H0AF192AFA4184DA68070C299730258FE"><enum>(6)</enum><text>Based on the recommendations developed under paragraph (5), issue or revise such policies, orders, notices, manuals, guides, and technical standards under the Department Directives Program as the Secretary determines appropriate to govern the conduct of the National Laboratories with respect to AI nuclear incidents and loss-of-control scenarios.</text></paragraph></subsection> 
<subsection id="H2E51AD7E6A4B49BFBBD615FC1A02D420"><enum>(b)</enum><header>Participation</header><text>Large advanced artificial intelligence developers shall participate in the Program.</text></subsection> <subsection id="HDC04D227E25C45F19B70F3C0EBD1D2E1"><enum>(c)</enum><header>Prohibitions</header><text>Large advanced artificial intelligence developers may not—</text> 
<paragraph id="HF99A9F8A255F4DEC9756729D5071E941"><enum>(1)</enum><text>fail to participate in the Program as required by subsection (b);</text></paragraph> <paragraph id="H821A3BB9A9F9430FBF0898D58FC98508"><enum>(2)</enum><text>knowingly make or cause to be made a materially false, fictitious, or fraudulent statement or representation with respect to such developer’s participation in the Program;</text></paragraph> 
<paragraph id="H12420B9001244C53AD32689D500E0209"><enum>(3)</enum><text>knowingly conceal from the Secretary or fail to disclose to the Secretary material information that the developer is required to provide in connection with the Program;</text></paragraph> <paragraph id="H1662B0D750B5437CA82904DB0763F48A"><enum>(4)</enum><text>impede or obstruct, or attempt to impede or obstruct, the Program;</text></paragraph> 
<paragraph id="H8044FA5916034A3EAA39A276A7C66AD2"><enum>(5)</enum><text>fail to provide secure access to artificial intelligence, including model weights and, as necessary for testing and evaluation under subsection (a), versions of such artificial intelligence without safety mitigations, information, or documentation necessary for such testing and evaluation; and</text></paragraph> <paragraph id="H5BBC42E938504A17BECA0F5B2230C22F"><enum>(6)</enum><text>alter, destroy, falsify, or conceal a record relevant to the Program with the intent to impede or obstruct the Program.</text></paragraph></subsection> 
<subsection id="HBE64C0B5E47C422995C69CB9D7E842F8"><enum>(d)</enum><header>Enforcement</header> 
<paragraph id="H422C53EE2163459B93AC5A97B3FB34FE"><enum>(1)</enum><header>Civil penalty</header> 
<subparagraph id="H39B4B4BE7D794F0FBE349270B8023E5B"><enum>(A)</enum><header>In general</header><text>If the Secretary determines after reasonable notice and opportunity for a hearing that a large advanced artificial intelligence developer has violated this section, the Secretary may assess on such developer a civil penalty of not more than $1 million for such violation. In the case of a continuing violation, including a failure to participate in accordance with subsection (b), each day during which the violation continues constitutes a separate violation.</text></subparagraph> <subparagraph id="H047E4C3D8CF44078A503AA5163E46398"><enum>(B)</enum><header>Factors</header><text>In determining the amount of a civil penalty to be assessed under subparagraph (A), the Secretary shall consider the following factors:</text> 
<clause id="HA129F32E5B3D4A0380A22DA60C21DB20"><enum>(i)</enum><text>The nature, circumstances, extent, gravity, and duration of the violation at issue.</text></clause> <clause id="HE778146362A94147AB81DE0D596D1527"><enum>(ii)</enum><text>The degree of culpability of the large advanced artificial intelligence developer at issue.</text></clause> 
<clause id="HC54A785E275140A989B94B284428412B"><enum>(iii)</enum><text>Previous violations, if any, of this section by such developer.</text></clause> <clause id="H0DF5A64192FA4E11935354A32013FF57"><enum>(iv)</enum><text>Good-faith efforts, if any, by such developer to comply with this section.</text></clause> 
<clause id="HF8AE147A6800452AAFF0B233DC417EE8"><enum>(v)</enum><text>Whether such developer voluntarily disclosed to the Secretary such violation.</text></clause> <clause id="HB3A35E5DF3434BC9BCBDC2DA13CA8DE9"><enum>(vi)</enum><text>Any other factor that justice may require.</text></clause></subparagraph></paragraph> 
<paragraph id="H1D3E3C52D5B34E6C834450685CDDDAD4"><enum>(2)</enum><header>Subpoena</header><text>If a large advanced artificial intelligence developer fails to participate in accordance with subsection (b), or fails to provide access as required by subsection (c)(5), the Secretary may issue to such developer a subpoena to compel the production of such artificial intelligence (including model weights and related software), and of such information and documentation, as is necessary for testing and evaluation under subsection (a).</text></paragraph> <paragraph id="HFC03D5705CF346D5845A9F1FCF1E2663"><enum>(3)</enum><header>Civil action</header><text>If the Secretary believes that a violation of this section has occurred, is occurring, or is about to occur, the Secretary may refer the matter to the Attorney General to bring in an appropriate district court of the United States a civil action for relief.</text></paragraph></subsection> 
<subsection id="H9F2C4DC5CD2941C3AC4EBAB80D4C7668"><enum>(e)</enum><header>Confidentiality</header> 
<paragraph id="HE122C331A602412690D7A88B9443B3D4"><enum>(1)</enum><header>In general</header><text>Subject to paragraph (2), information submitted through the Program by a participant in the Program is exempt from disclosure under section 552(b)(3) of title 5, United States Code.</text></paragraph> <paragraph id="H57FED02941C2415C92A7A7A106BD02E2"><enum>(2)</enum><header>Exceptions</header><text>The Secretary may not disclose information referred to in paragraph (1) unless any of the following requirements are satisfied:</text> 
<subparagraph id="H445155742D6B4BCE8991EABD02463179"><enum>(A)</enum><text>Such information is required to be disclosed pursuant to a court order or other legal process.</text></subparagraph> <subparagraph id="H877CD63E8FC14BB7BD00AACF4A294756"><enum>(B)</enum><text>The Program participant at issue has consented to such disclosure.</text></subparagraph> 
<subparagraph id="H31BDFA01F36E407BAB23747CEF1FB619"><enum>(C)</enum><text>A committee of Congress has requested such information.</text></subparagraph> <subparagraph id="H38290E6F0B0A4CD8955B9A6ADA9592D3"><enum>(D)</enum><text>The Secretary determines such information should be disclosed to a third party or the public, for a purpose relating to the national security, public safety, or critical infrastructure of the United States or an ally of the United States.</text></subparagraph> 
<subparagraph id="H7F5FB8C4DFB34B83BE65E61B93913458"><enum>(E)</enum><text>Such information satisfies the following requirements:</text> <clause id="HBDD752E76CCD4511A7BFAEC42A939A73"><enum>(i)</enum><text>Is anonymized or aggregated.</text></clause> 
<clause id="H7D8100D56FB84E31878F9FA5A161BF12"><enum>(ii)</enum><text>Does not include a trade secret or confidential business information of such participant.</text></clause></subparagraph></paragraph> <paragraph id="HA00808E828484B349822CE82F4E54E7E"><enum>(3)</enum><header>Notice</header><text>If the Secretary is to disclose pursuant to subparagraph (A), (C), or (D) of paragraph (2) information referred to in paragraph (1), the Secretary shall as soon as practicable notify each Program participant whose information is to be so disclosed, of such disclosure.</text></paragraph></subsection> 
<subsection id="HD103AE8014C6455A93CA441B0599EDD7"><enum>(f)</enum><header>Recommendations for legislation</header> 
<paragraph id="H9F2A0FA901664C509CAF6964B0189483">
                    <enum>(1)</enum>
                    <header>Report</header>
 <text>Not later than 1 year after the date of the enactment of this Act, the Secretary shall carry out the following:</text>
                    <subparagraph id="HAF92BFEE9F594AA4821B7592700C1B59">
                        <enum>(A)</enum>
 <text>Assess data from the Program to identify trends, capabilities, and risks regarding artificial intelligence, including with respect to the following:</text>
                        <clause id="HA80243CEF84B4A19BFC241694832F9FC">
                            <enum>(i)</enum>
 <text>Evaluation awareness.</text> </clause> <clause id="HF9DCBA55E60045E39B7298A2974F8A16"> <enum>(ii)</enum> <text>Potential for an AI nuclear incident.</text>
                        </clause>
                        <clause id="H4B90F3E3E4F74D67AE4E5F4BEE6F1C0E">
                            <enum>(iii)</enum>
 <text>Scheming behavior.</text> </clause> </subparagraph> <subparagraph id="HFFCF07BC6AC14D1CB90C319E384775CE"> <enum>(B)</enum> <text>Develop based on such assessment recommendations for legislation to prevent such an incident, which may include legislation regarding any of the following:</text>
                        <clause id="HF1A507D38B8D4DD69B5A3C29BA7C030D">
                            <enum>(i)</enum>
 <text>Appropriations.</text> </clause> <clause id="H07AFBA67724B4DAFBD86F6EFF7C99D6D"> <enum>(ii)</enum> <text>A certification or licensing process.</text>
                        </clause>
                        <clause id="H3599D6D53F314B7DB25F934AC3643712">
                            <enum>(iii)</enum>
 <text>Establishing a new Federal agency, or establishing a new office in an existing Federal agency.</text>
                        </clause>
                        <clause id="H74C052D60FF5438894CC032E624E60ED">
                            <enum>(iv)</enum>
 <text>Regulatory oversight.</text> </clause> </subparagraph> <subparagraph id="HA924CC1040A941499F1489BBB28F296F"> <enum>(C)</enum> <text>Submit to Congress a report that includes information relating to such recommendations.</text>
                    </subparagraph>
                </paragraph> 
<paragraph id="H207EDCA4181C482FA8B88097DF82EC4C">
                    <enum>(2)</enum>
                    <header>Updates</header>
 <text>Not later than 1 year after submitting the report under subparagraph (C) of paragraph (1) and annually thereafter until the Program terminates, the Secretary shall carry out the following:</text>
                    <subparagraph id="H411EE2999ABA4E9185E8D63C124FA964">
                        <enum>(A)</enum>
 <text>Update based on data from the Program the recommendations referred to in subparagraph (B) of such paragraph.</text>
                    </subparagraph>
                    <subparagraph id="H160FA9E970FD481893DA2A0A5A331545">
                        <enum>(B)</enum>
 <text>Submit to Congress a report that includes information relating to such recommendations, as so updated.</text>
                    </subparagraph>
                </paragraph></subsection> 
<subsection id="HA8361E14394D42CE9BD47D8C366F1F1A">
        <enum>(g)</enum>
        <header>Nonapplicability of the Paperwork Reduction Act</header>
 <text>Subchapter I of <external-xref legal-doc="usc-chapter" parsable-cite="usc-chapter/44/35">chapter 35</external-xref> of title 44, United States Code (commonly known as the <quote>Paperwork Reduction Act</quote>), does not apply to the Program.</text>
      </subsection> 
<subsection id="H339797E48D254A54894634D3171E1A8A">
                <enum>(h)</enum>
                <header>Termination</header>
 <text>The Program shall terminate on the date 7 years after the date of the enactment of this Act.</text>
            </subsection> 
<subsection id="HA47BC8A1DBCB4F05AC3140E72F8F39DF"><enum>(i)</enum><header>Definitions</header><text>In this section:</text> <paragraph id="H986B7EB2DEC24BEE8DA087B99801C845"><enum>(1)</enum><header>Advanced artificial intelligence</header> <subparagraph id="H15AAE3EA2C3A4977BFE25619B0BABCFE"><enum>(A)</enum><header>In general</header><text>The term <term>advanced artificial intelligence</term> means any of the following:</text> 
<clause id="H4F56EDCE3CC64D6BA62CD5C2EF8F62E2"><enum>(i)</enum><text>Artificial intelligence trained utilizing a quantity of computing power greater than 10<superscript>26</superscript> integer or floating-point operations (or another quantity of computing power specified by the Secretary under subparagraph (B)).</text></clause> <clause id="HB1A3F42762E34F5B9602F16CEE85D2CA"><enum>(ii)</enum><text>Other artificial intelligence specified by the Secretary under subparagraph (B).</text></clause></subparagraph> 
<subparagraph id="H98CBF55A26944E73A3DDDA0F71CB8FB9"><enum>(B)</enum><header>Determinations</header><text>A determination of the Secretary under clause (i) or (ii) of subparagraph (A) shall be made by rule. In making such a determination, the Secretary shall consider the following:</text> <clause id="H1D816EB90DB540FD8C3D19E968156CC5"><enum>(i)</enum><text>Developments in artificial intelligence research, and in the testing and evaluation of artificial intelligence, occurring after the date of the enactment of this Act or after the date of the most recent determination under this subparagraph, as the case may be.</text></clause> 
<clause id="HD203084A48ED413291F4FA0763DC7A51"><enum>(ii)</enum><text>The need to include in the Program artificial intelligence that may pose a serious risk of causing an AI nuclear incident.</text></clause> <clause id="H67C8EBDC2619449BBA904F0EEFDC8F5E"><enum>(iii)</enum><text>Data collected through the Program.</text></clause></subparagraph></paragraph> 
<paragraph id="HE7A5002CC29245E8B6C0BA18C15F4AD1"><enum>(2)</enum><header>Affiliate</header><text>The term <term>affiliate</term> means an entity that owns or controls, is owned or controlled by, or is under common ownership or control with, another entity.</text></paragraph> <paragraph id="HB10A0B2D3716419BA64AC60952CFA917"><enum>(3)</enum><header>AI nuclear incident</header><text>The term <term>AI nuclear incident</term> means an incident that involves artificial intelligence and any of the following (or an attempt thereof):</text> 
<subparagraph id="HD6643445B8E54DECA233B162C0701B1A"><enum>(A)</enum><text>The generation of technical information, instructions, or assistance that is reasonably likely to serve as a substantial factor in the unlawful development, acquisition, or utilization of a nuclear weapon or nuclear material (as such term is defined in section 831 of title 18, United States Code).</text></subparagraph> <subparagraph id="HD1B27F857AC74699B486905E5A632A1A"><enum>(B)</enum><text>The generation of Restricted Data (as such term is defined in section 11 of the Atomic Energy Act of 1954 (<external-xref legal-doc="usc" parsable-cite="usc/42/2014">42 U.S.C. 2014</external-xref>)).</text></subparagraph> 
<subparagraph id="HCD3C72AE52A34FC4AC0C89445AAAB3BB"><enum>(C)</enum><text>A loss-of-control scenario that involves systems utilized in connection with such weapon, such material, a nuclear facility (as such term is defined in section 2332i of such title), or the nuclear stockpile.</text></subparagraph> <subparagraph id="H19C9EE126BDD45DF873567CF13A27368"><enum>(D)</enum><text>A foreign terrorist organization or foreign adversary obtaining unauthorized access to, manipulating, or otherwise interfering with, such a system.</text></subparagraph> 
<subparagraph id="HA111AF630EC6482580C95A044775E922"><enum>(E)</enum><text>Weaponization of such weapon, material, facility, or stockpile, as the case may be, by such organization or adversary, as the case may be.</text></subparagraph> <subparagraph id="H93F9C37DCE49409C9D51789E16EBFD26"><enum>(F)</enum><text>Scheming behavior relating to such weapon, material, facility, or stockpile, as the case may be.</text></subparagraph></paragraph> 
<paragraph id="HB855CC6033374F858F57C48E3E847539"><enum>(4)</enum><header>Artificial intelligence</header><text>The term <term>artificial intelligence</term> has the meaning given such term in section 238(g) of the National Defense Authorization Act for Fiscal Year 2019 (<external-xref legal-doc="public-law" parsable-cite="pl/115/232">Public Law 115–232</external-xref>, 10 U.S.C. note prec. 4061).</text></paragraph> <paragraph id="H5FC1FA4E6D7646FC96412A406799FAC0"><enum>(5)</enum><header>Computing power</header><text>The term <term>computing power</term> means the processing power and other electronic resources utilized to train, validate, deploy, and run artificial intelligence.</text></paragraph> 
<paragraph id="HFD63D2D068BC4037B9CAAE75CD56174E"><enum>(6)</enum><header>Critical infrastructure</header><text>The term <term>critical infrastructure</term> has the meaning given such term in section 1016 of the USA PATRIOT Act (<external-xref legal-doc="usc" parsable-cite="usc/42/5195c">42 U.S.C. 5195c</external-xref>).</text></paragraph> <paragraph id="HC3EFAA6C10354A89A9D40E3867D63E9A"><enum>(7)</enum><header>Deploy</header><text>The term <term>deploy</term> means to release, sell, or otherwise provide access to artificial intelligence.</text></paragraph> 
<paragraph id="H2603A1DA40574ECD8351E2B582B3E587"><enum>(8)</enum><header>Evaluation awareness</header><text>The term <term>evaluation awareness</term> means the capability of artificial intelligence to determine such artificial intelligence is undergoing a test, evaluation, or assessment, and modify the behavior, output, or performance of such artificial intelligence in a manner that might cause such test, evaluation, or assessment, as the case may be, to yield a result that is not representative of the ordinary behavior, output, or performance of such artificial intelligence.</text></paragraph> <paragraph id="H46E15C3F43C9438490488BFC41E8E6A1"><enum>(9)</enum><header>Foreign adversary</header><text>The term <term>foreign adversary</term> means a foreign government referred to in subsection (a) of section 791.4 of title 15, Code of Federal Regulations, or a successor regulation.</text></paragraph> 
<paragraph id="H61BCE715533742FA8C7ABDEA6A5AE17E"><enum>(10)</enum><header>Foreign terrorist organization</header><text>The term <term>foreign terrorist organization</term> means an organization designated under section 219 of the Immigration and Nationality Act (<external-xref legal-doc="usc" parsable-cite="usc/8/1189">8 U.S.C. 1189</external-xref>).</text></paragraph> <paragraph id="H8CDB200A491F4F26BE6B90D70562952D"><enum>(11)</enum><header>High-stakes context</header><text>The term <term>high-stakes context</term> means a context in which the operation or output of artificial intelligence could reasonably be foreseen to bear materially on any of the following:</text> 
<subparagraph id="H243C5F7E6ACE42A68780B71652464E8B"><enum>(A)</enum><text>The safety of human life.</text></subparagraph> <subparagraph id="H267D9D6B45574F7698DD719E6DFF72AF"><enum>(B)</enum><text>The security, reliability, or integrity of any of the following:</text> 
<clause id="H66B784E7C2DE4CD8AFDE9F3D6BE636A9"><enum>(i)</enum><text>Critical infrastructure.</text></clause> <clause id="HEDBB9FD2274541B28BCB0D057F49944D"><enum>(ii)</enum><text>A national security system (as such term is defined in section 3552 of title 44, United States Code).</text></clause> 
<clause id="HF76A47169A1D4C1E835D27291AB0B9BA"><enum>(iii)</enum><text>Another system the failure or compromise of which would foreseeably endanger such life or cause substantial physical or economic harm.</text></clause></subparagraph></paragraph> <paragraph id="HFCF75A3EABDE48D2966CEAA1685ADAEE"><enum>(12)</enum><header>Jailbreaking</header><text>The term <term>jailbreaking</term> means an adversarial technique to circumvent a safety restriction, alignment measure, or use restriction of artificial intelligence and elicit a harmful or prohibited behavior or output by such artificial intelligence.</text></paragraph> 
<paragraph id="H56507799B5174C0492F8E22D60F85BBC"><enum>(13)</enum><header>Large advanced artificial intelligence developer</header><text>The term <term>large advanced artificial intelligence developer</term> means an entity that satisfies the following requirements:</text> <subparagraph id="H3D5DA49D4E27451EA459B8EA47674E3A"><enum>(A)</enum><text>Develops, owns, or substantially modifies advanced artificial intelligence for utilization in interstate or foreign commerce, including by initiating a training run of such artificial intelligence.</text></subparagraph> 
<subparagraph id="HDA29DF8BA255408A992A5828618BBFA9"><enum>(B)</enum><text>Had collectively with the affiliates, if any, of such entity expended in the five calendar years immediately preceding the calendar year at issue not less than $2,000,000,000 on investments to develop or modify artificial intelligence, including such expenses with respect to any combination of the following:</text> <clause id="H8B0A6FE30CA040B782DB722BA12F0DA7"><enum>(i)</enum><text>Computing power.</text></clause> 
<clause id="HA28EC77CCCAE4D9D8C6445B1B60B3979"><enum>(ii)</enum><text>Data procurement.</text></clause> <clause id="HFB4A1C41BCDB47C09D5DE2699ED23644"><enum>(iii)</enum><text>Personnel.</text></clause> 
<clause id="HEE12D132DB404B50A50EF1CF8359992B"><enum>(iv)</enum><text>Infrastructure.</text></clause> <clause id="H35BDFF9ED3E64C5B9DAF7833477D207D"><enum>(v)</enum><text>Research and development, including algorithm development.</text></clause></subparagraph></paragraph> 
<paragraph id="H8FD9BA35E2F444E5B7AE057AEE9CBFD5"><enum>(14)</enum><header>Loss-of-control scenario</header><text>The term <term>loss-of-control scenario</term> means a scenario in which artificial intelligence pursues an objective that is different from any of the objectives intended by a human developer or operator of such artificial intelligence, by—</text> <subparagraph id="HCBE9C3FD68B74070890AD2EAACF9ED55"><enum>(A)</enum><text>behaving contrary to human instruction in a high-stakes context,</text></subparagraph> 
<subparagraph id="H05ABD299167044608211284B07F74051"><enum>(B)</enum><text>altering without authorization from such developer or operator, as the case may be, the constraints of such artificial intelligence, or</text></subparagraph> <subparagraph id="H8A3581DBA15545D9891A7CAD495CBC92"><enum>(C)</enum><text>subverting an oversight or shutdown mechanism,</text></subparagraph><continuation-text continuation-text-level="paragraph">that results in the death of not fewer than five individuals, serious bodily injury to not fewer than 50 individuals, or more than $100,000,000 in damages.</continuation-text></paragraph> 
<paragraph id="HBEFC085D5AE24F129DE4FC0AAFBE19D9"><enum>(15)</enum><header>National Laboratory</header><text>The term <term>National Laboratory</term> has the meaning given such term in section 2 of the Energy Policy Act of 2005 (<external-xref legal-doc="usc" parsable-cite="usc/42/15801">42 U.S.C. 15801</external-xref>).</text></paragraph> <paragraph id="H20FE2BCC606E478EBF1D28D2ABE4CD29"><enum>(16)</enum><header>Red-teaming</header><text>The term <term>red-teaming</term> means structured testing in which an entity utilizes an adversarial method to identify a flaw, vulnerability, undesirable behavior, or dangerous capability of artificial intelligence, including the potential, if any, for an AI nuclear incident involving such artificial intelligence.</text></paragraph> 
<paragraph id="H2998B71561D046CF84C3F8941D62098D"><enum>(17)</enum><header>Scheming behavior</header><text>The term <term>scheming behavior</term> means behavior that artificial intelligence carries out to deceive a human, including any of the following behaviors by such artificial intelligence:</text> <subparagraph id="HFF690C811D674F53AC672E29DAC2EF3F"><enum>(A)</enum><text>Hiding a capability or objective of such artificial intelligence.</text></subparagraph> 
<subparagraph id="HD1F8571C7AAD41C58BB4D64B88FC9D47"><enum>(B)</enum><text>Attempting to subvert an oversight or shutdown mechanism relating to such artificial intelligence.</text></subparagraph></paragraph> <paragraph id="H345244944DFB44AC80E9BD8B0538AB48"><enum>(18)</enum><header>Substantially modify</header><text>The term <term>substantially modify</term> means, with respect to artificial intelligence, to carry out an action that costs not less than $5,000,000 and materially alters the functionality or performance of such artificial intelligence.</text></paragraph></subsection></section> 
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