Emerging engineering concepts, theoretical possibilities and unconventional approaches that may eventually lead to real-world applications.
Each topic states a hypothesis, what is already established and how it could be tested or falsified. A hypothesis is not a result: only a topic labelled Experimentally validated reports measured evidence.
A status names the strongest evidence recorded so far. Statuses are not a fixed sequence, and the site's checks reject any status that the evidence record does not support.
AI can accelerate an investigation, but evidence, reproducibility and human scientific judgement decide what it shows.
IsA precise, testable proposal stating what would make it false.
Is notA result. Plausibility is not evidence.
IsDerivations, literature searches and reasoning produced with AI tools and checked step by step.
Is notScientific validation. Fluent reasoning can still be wrong, and every reference must be verified.
IsThe behaviour of a model under stated assumptions, with files others can rerun.
Is notProof of physical feasibility. A simulation cannot be more correct than its model.
IsA named engineer or scientist checking assumptions and reasoning, with the outcome recorded.
Is notPeer review or experimental validation. A reviewer can only check what was shown.
IsMeasurements on physical hardware, with conditions, uncertainty and data published.
Is notUniversal truth. It holds for the conditions tested and can be overturned by better evidence.
When an investigation produces a dataset, model, design, tool or workflow that others can reuse, it is published to the AIPE Hub with its own maturity. Publication never marks an artifact as validated; the Frontiers topic keeps the reasoning, limitations and evidence behind it. Explore the Hub →
Every topic is a Markdown file in the website's public repository, written to a shared template. Suggest changes on GitHub, or contact us to collaborate on a larger investigation.
Review or challenge
Check an assumption, a derivation or a reference. A well-argued objection is a contribution, and negative or inconclusive results are published.
Extend the work
Contribute a model, simulation, dataset or measurement. Each piece of evidence links to its files and states its limits.
Propose a question
Suggest a question worth investigating, with why it matters and what result would answer it.