(a)
Development required—
(1)
In general— Not later than 1 year after the date of the enactment of this Act, the Director shall develop and release a set of guidelines for evaluation of the trustworthiness of artificial intelligence systems.
(2)
Use of existing guidelines or elements—
(A)
In general— In carrying out paragraph (1), the Director may use existing guidelines, best practices, or elements of guidelines or best practices that the Director identifies from other sources.
(B)
Annotation— If the Director uses guidelines, best practices, or elements of guidelines or best practices pursuant to subparagraph (A) of this paragraph in order to carry out paragraph (1), the Director shall clearly annotate such use in a central location and make such annotations available online to the public.
(3)
Periodic updates— The Director shall, on a periodic basis but not less frequently than annually, update the guidelines developed pursuant to paragraph (1).
(b)
Components covered— The guidelines developed pursuant to subsection (a) for evaluation of artificial intelligence systems shall cover the following:
(1)
The models used for the artificial intelligence systems.
(2)
The data used and activities conducted in training the artificial intelligence systems, including the collection and filtering of data.
(3)
The processes and techniques applied after initial training to enhance the capabilities of the artificial intelligence systems, such as fine-tuning, reinforcement learning, and other post-training optimization methods.
(4)
Content generated by the artificial intelligence systems.
(5)
The hardware systems used by the artificial intelligence systems.
(6)
Interactions between humans and the artificial intelligence systems that are expected to arise during intended or reasonably foreseeable use of the artificial intelligence systems.
(7)
Risks presented by anthropomorphic artificial intelligence systems.
(c)
Elements of trustworthiness—
(1)
In general— The guidelines developed pursuant to subsection (a) shall cover trustworthiness with respect to the following:
(A)
Validity and reliability.
(E)
Transparency and accountability.
(F)
Explainability and interpretability.
(I)
Such other matters relating to safety, security, or trustworthiness as the Director considers appropriate.
(2)
Protected classes— The guidelines developed pursuant to subsection (a) shall specifically highlight and consider accuracy and bias risks relating to protected classes under Federal law.
(d)
Applicability— The Director shall ensure that the guidelines developed pursuant to subsection (a) are developed so that they include an assessment of the trustworthiness of all components covered under subsection (b) with regards to all elements under subsection (c), but account for circumstances in which certain assessment methods or recommendations may not be applicable to certain components or elements may not be applicable.
(e)
Limitation relating to synthetic content— Under the guidelines developed pursuant to subsection (a), the Director shall identify appropriate mechanisms to manage the risks from relying on synthetic content or content created by artificial intelligence systems to improve a dataset or model, or to meet evaluation guidelines.
(f)
Developing robust guidelines— The Director shall ensure that the guidelines developed pursuant to subsection (a) are developed in such a manner that encourages transparency, cooperation, and collaboration with developers or evaluators of artificial intelligence systems, academia, and civil society sufficient to independently verify the elements set forth under subsection (c)(1).
(g)
Iterative evaluation— The Director shall ensure that the guidelines developed pursuant to subsection (a) cover how best to evaluate the trustworthiness of artificial intelligence systems iteratively, throughout the design, development, and deployment lifecycle of an artificial intelligence system.
(h)
Report to Congress—
(1)
In general— The Director shall submit to Congress a report on any expected barriers to implementing and adhering to the guidelines developed pursuant to subsection (a), especially with respect to transparency, cooperation, or collaboration barriers with developers of artificial intelligence systems.
(2)
Form— The report under paragraph (1) shall be submitted in unclassified form, but may include a classified appendix, if necessary.