Aimdyn, Inc.

Aimdyn, Inc., a woman-owned small business based in Santa Barbara, California, provides advanced algorithms and computational modeling services centered on Koopman operator theory and dynamical systems analysis to defense research agencies, primarily as a prime contractor on Other Transaction Agreements and Small Business Innovation Research grants (62% of recent awards) and as a subcontractor on DARPA-related programs.

Aimdyn's capability portfolio concentrates on operator-theoretic approaches to nonstationary process forecasting, deep neural network training and analysis, semantic communications, and complex dynamical systems modeling for defense applications. The company's work is grounded in research and development rather than commercial services delivery — 16 of the company's awards fall under NAICS 541711 (Research and Development in the Physical, Engineering, and Life Sciences), with most task work classified as basic research or exploratory development under DoD R&D PSCs. Representative prime work includes a $1.8 million Other Transaction Agreement with DARPA (D2D-0958) awarded December 2025 for Koopman operator-based rapid adjudication of federated courses of action, running through December 2026; a $1.24 million DARPA Other Transaction IDV (RECONSTRUKT program) awarded July 2025 for research and development in operator-theoretic approaches; and a $350 thousand DARPA Other Transaction IDV (INKS initiative) awarded March 2025 for semantic communications and intelligent networking research. Aimdyn also holds a prime federal grant from the Air Force Research Laboratory (award date September 2022, completion September 2026) for Koopman operator theoretic methods applied to efficient training and analysis of deep neural networks.

Customer concentration is extreme and monolithic: DARPA accounts for 17 awards and $9 million of Aimdyn's combined potential value (82% of the portfolio). The Air Force Materiel Command Research Laboratory (4 awards, $1.3 million), the Office of Naval Research (3 awards, $332 thousand), and the Navy Information Warfare Systems Command (3 awards) round out the active set. The top customer by both count and dollars is DARPA, which has issued all 17 awards from a consistent technical posture. Activity accelerated sharply in 2024 (11 awards) after light volume in prior years, though 2025 activity appears to have moderated to three awards year to date. Two awards carrying $1.8 million in combined potential value reach ultimate completion within the next twenty-four months and face recompete risk.

Aimdyn's subcontract footprint is concentrated entirely with BAE Systems Information and Electronic Systems Integration Inc., which has engaged Aimdyn on at least thirteen sub-award modifications and initial contracts since March 2024. Named sub-programs include the Mission Integrated Network Control (MINC) program, Strategic Chaos Engine for Planning, Tactics, Experimentation, and Resiliency (SCEPTER), Artificial Intelligence Reinforcements (AIR), and unspecified DARPA oversight and research programs, with sub-work spanning Phase 1 and Phase 2 research efforts and cost-plus-fixed-fee task structure. One BAE sub-award (September 2024) carried a $16.5 million ceiling increase for additional in-scope DARPA oversight tasking.

scientific research/consulting and software development