Forlytica™ analyses, probability fields, and scenarios are provided solely for informational and research purposes and do not constitute investment advice, a recommendation to buy or sell any security, or an offer or solicitation to engage in any transaction. All system-state inferences, conditional probabilities, and synthetic testbeds are illustrative, rely on public-domain data and standard quantitative methods, and may differ materially from real-world outcomes; past or modeled behavior does not guarantee future results. Forlytica does not act as a fiduciary or advisor, and any decisions or actions taken based on these materials remain the sole responsibility of the recipient and their professional advisors.