The Online Adaptive Learning Loop Specification defines an open, AGPL-3.0+ licensed architecture for creating vehicle intelligence systems capable of continuous adaptation during real-world operation. The specification provides a structured framework for online system identification, real-time error correction, adaptive dynamics modeling, and self-updating vehicle parameters. By continuously comparing predicted vehicle behavior against observed performance, the module enables intelligent platforms to compensate for changing conditions such as vehicle wear, payload changes, environmental variation, and differences between individual vehicles.
Designed as a modular and safety-focused learning layer, the specification establishes requirements for observation processing, model validation, parameter versioning, rollback capability, explainable updates, and human oversight. It enables autonomous and assisted vehicle systems to improve performance over time while maintaining operational boundaries, transparency, and auditability. The Online Adaptive Learning Loop provides a foundation for scalable adaptive mobility systems where vehicle models evolve continuously without sacrificing reliability, safety, or control integrity.
This specification is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+) and may be used freely with required attribution under Section 7. A Specification Branding License is available for attribution-free deployments, with fees based on usage, scope, and deployment size.
Specification Repository:
- Project SynthesisMotion – An open-source adaptive motion intelligence framework that unifies real-time vehicle identity modeling, physics-informed control, and safety-verified autonomous systems. AGPLv3
Project SynthesisMotion Main Page
Specification Modules:
Online Adaptive Learning Loop Module Specification Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $3,500 | Perpetual License |
| Medium | 21- 1000 | $14,000 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
