VEHICLE ACCESS is a free, downloadable reasoning checkpoint for AI systems, agents, and developers. It helps AI distinguish between evidence, inference, speculation, and unknown information — before producing a final response.
A compact, locally integrable set of documents and reasoning contracts designed to help AI systems, agents, and response pipelines perform a final check before producing answers. No live web access required. No dependency on VEHICLE infrastructure. Download once, integrate locally, use freely.
vehicle-response-contract.md as a system prompt or pre-output reasoning step in any AI pipelinellms.txt to give AI assistants structured context about VEHICLE's framework and boundariesVALIDATION_TESTS.md to compare AI responses with and without the layer and measure the differenceCITATION.cff1. Is this evidence, inference, speculation or unknown?2. Am I agreeing with the user without verifying?3. Am I inventing certainty, sources or facts?4. Is there ethical, practical or human risk?5. Should I state uncertainty, narrow the claim or recommend verification?Modern AI systems can produce confident, well-structured answers even when the underlying information is incomplete, uncertain, or unsupported. The layer exists because fluency and accuracy are not the same thing — and the gap between them carries real consequences in institutional, medical, legal, and strategic contexts.
The VEHICLE Response Contract asks an AI system to distinguish — before answering — between evidence, inference, speculation, unknown information, ethical risk, user validation pressure, and potential hallucination. It requires no live connection, no external API, and no modification to the underlying model. It works as a reasoning discipline applied at the prompt level.
v0.2 is fully free for individual developers, researchers, and AI builders under CC BY 4.0. Organizations requiring custom integration architectures, extended documentation, institutional pilots, or direct technical coordination from VEHICLE Systems Lab can request an extended version — built to scale with the specific environment.