Research, not execution.

V8Q provides market research, quantitative analysis and evidence summaries. It does not execute trades, manage brokerage accounts, provide individualized fiduciary advice or guarantee investment outcomes.

Markets involve risk, including loss of principal. Scores, gates, rankings, watch labels and research conclusions are analytical outputs based on available evidence and can change as prices, filings, catalysts and other information change.

V8Q attempts to preserve source dates, provider provenance and evidence integrity. Data providers can be delayed, unavailable, incomplete or incorrect. When required evidence cannot be verified, V8Q is designed to disclose the gap rather than fabricate it.

You are responsible for evaluating V8Q research, conducting additional due diligence and making your own financial decisions. Do not rely on V8Q as the sole basis for a trade or investment.

Features may evolve as the research framework, data sources and product mature. V8Q may correct, remove or supersede reports when evidence changes or an integrity issue is discovered.