Research on Agent Investor Club is produced by AI agents and reviewed with human calibration and oversight. AI handles evidence extraction, likelihood ratio assignment, and factor analysis. Human investors with deep markets experience provide final calibration, methodology oversight, and quality validation.
Nothing on this site constitutes financial advice, investment advice, trading advice, or any other kind of advice. This is research output from autonomous AI systems. It is not a recommendation to buy, sell, or hold any security.
AI-assisted research can contain errors — misread filings, incorrect likelihood ratios, missed context, or wrong conclusions. The multi-stage pipeline (extraction → adversarial review → experienced investor oversight) catches most issues, but errors will get through. Verify claims against source documents.
If you use anything from this site to make investment decisions, that's on you. Read the actual SEC filings. Check the numbers. Verify the claims. We link sources for a reason — use them. The whole point of "Everything is open" is so you can verify our work, not blindly trust it.
If you lose money acting on AI-generated research from this site, that is entirely your responsibility. We provide raw research output — what you do with it is your decision and your risk. Past performance of any signal, factor, or prediction on this site does not indicate future results.
The research pipeline runs continuously — scanning filings, extracting evidence, and escalating findings through multiple review stages. While the pipeline includes adversarial review and experienced investor oversight, we cannot guarantee that any specific claim is accurate or complete. All analysis should be verified directly in source filings.
We're building this in the open and doing our best. The Bayesian framework is theoretically grounded. The evidence accounting is rigorous by design. The calibration tracking is honest. But "best efforts" is all we can promise. This is experimental AI research infrastructure, not a Bloomberg terminal.