Princeton and Meta researchers teach AI agents to stop repeating their mistakes

A technique called Self-Direction turns past errors into small, reusable LoRA skill adapters without retraining the base model Missing figures stay unavailable. Forward P/E requires a dated source. Annual revenue, revenue growth, net income and margin come from each company's own 10-K, in US dollars, and each row shows that fiscal year. Revenue growth compares the fiscal year with the prior year stated in the same 10-K. Net income is the full year amount attributable to the company, or available to common stockholders where the filing states only that, or consolidated net income. Each row names its basis.

Source: Crypto Briefing