SAM #476774

R&D Services for LLM-Brain Model Alignment (NeuroX-Fusion) at Brookhaven National Laboratory

Brookhaven National Laboratory, under the Department of Energy, is seeking sources for a 24-month research and development effort focused on large language model (LLM) foundational model alignment as part of the NeuroX-Fusion project. - Government Buyer: - Department of Energy (DOE), Brookhaven National Laboratory (BNL), Upton, NY - OEMs and Vendors: - No specific OEMs or commercial vendors are named in the solicitation or attachments - Products/Services Requested: - Research and development services for LLM foundational model alignment, with emphasis on multimodal brain foundation models integrating MRI, electrophysiology, and language - Key deliverables and tasks include: - Design and validation of LLM-brain data alignment strategies - Development of neuroscience-aligned pretraining objectives and loss functions - Curation and preprocessing of neuroimaging datasets - Definition of benchmarks, evaluation metrics, and leaderboard templates - Implementation of prototype pipelines and models - Planning and execution of a Year 2 hackathon - Production of academic publications and dissemination of research outcomes - Unique or Notable Requirements: - Emphasis on naturalistic brain-language mapping and multimodal fusion - Respondents must demonstrate technical capability in AI, neuroscience, and data integration - Confirmation of domestic manufacturing origin (if applicable) and commercial product status - SAM.gov registration required - NAICS code 541715 (Artificial Intelligence R&D) - Place of Performance: - Brookhaven National Laboratory, Upton, NY

Description

SOURCES SOUGHT NOTICE/REQUEST FOR INFORMATION

This is not a Request for Proposal (RFP), Request for Quotation (RFQ), or an Invitation for Bid (IFB). This is a Sources Sought/Request for Information (RFI) ONLY.

A solicitation is currently not available. This notice is not to be construed as a commitment, implied or otherwise, to issue a solicitation or ultimately award a contract. The purpose of this Sources Sought Notice is to identify potential sources capable of performing the effort described herein pursuant to FAR Part 10, Market Research and FAR Part 19, Small Business Programs. Information received as a result of this notice will be considered market research and used for planning purposes only.

Any information submitted by respondents is strictly voluntary. Any costs incurred as a result of this announcement shall be borne by the responder and will not be charged to BSA for reimbursement.

INTRODUCTION: This is the initial step in the planning process for research and development services in large language model foundational model alignment. Brookhaven Science Associates (BSA) seeks sources with the capability and interest to provide the assembly service as defined in the Statement of Work, attached.

BSA anticipates conducting a noncompetitive acquisition for this effort unless additional sources are identified. The North American Industry Classification System (NAICS) code is anticipated to be 541715, Artificial Intelligence Research and Development Laboratories or Services. The size standard is 1,000 employees.

INSTRUCTIONS:  All interested respondents that are capable of providing this service are invited to respond electronically with a Statement of Capabilities (SOC) demonstrating the ability to meet the requirements outlined in the attachments. Do NOT merely reiterate the objectives or reformulate the requirements specified in the SOW or include any marketing material in the capabilities statement.

Responses shall include company name, address, SAM Unique Entity Identification (UEI) number, point of contact with email address and telephone number, and indicate business size (large, small business, small disadvantaged business, service-disabled veteran-owned small business, economically disadvantaged woman-owned small business, woman-owned small business, or HUBZone) using the aforementioned NAICS code and small business size standard. BSA reserves the right to consider a small business set-aside for any subsequent acquisition based upon responses to this notice.

Responses shall be emailed to jblood@bnl.gov and shall address the following areas, at a minimum:

Describe your company’s capability to meet the requirements listed in the draft Statement of Work. Provide confirmation that your company is capable and interested in fulfilling all specifications. If not capable, please explain. If applicable, confirm end items are manufactured in the United States. If so, confirm if this meets the definition of domestic end product as defined at FAR 25.101(a)? If not, what is the country of origin of the end item? If applicable, specify if the company’s proposed end item is considered a commercial product as defined in FAR 2.101. Specify if your company is registered in SAM.gov. Please also provide your company’s Unique Entity Identification (UEI) number. Should you have any other feedback concerning the draft SOW or any other documents, please also provide via email.

Attachments

Draft Statement of Work, dated March 9, 2026

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