AI Underwriters: Building Smarter Systems with Self-Critique
![An adversarial critique mechanism demonstrably enhances performance across all evaluated metrics, with observed improvements reaching statistical significance [latex] (p < 0.05) [/latex].](https://arxiv.org/html/2602.13213v1/Figuers/F8_Metric_Comparison.png)
A new approach to agentic AI leverages internal adversarial testing to dramatically improve accuracy and reliability in commercial insurance underwriting.
![An adversarial critique mechanism demonstrably enhances performance across all evaluated metrics, with observed improvements reaching statistical significance [latex] (p < 0.05) [/latex].](https://arxiv.org/html/2602.13213v1/Figuers/F8_Metric_Comparison.png)
A new approach to agentic AI leverages internal adversarial testing to dramatically improve accuracy and reliability in commercial insurance underwriting.

Though now a beloved classic, Big Trouble in Little China wasn’t a success when it first came out 40 years ago. It cost over $25 million to make, but only earned a little more than $11 million in theaters. Luckily, it became popular on home video, and that’s why we’re still enjoying it today.

Madame Rayhaneh Sharif-Askary, Grayscale’s oracle of product and research, declares XRP the belle of the ball after Bitcoin. One imagines her pronouncement delivered with the solemnity of a coronation, though the ballroom is likely populated by ghosts.

Recent promotional artwork on the Piticas website may have given fans their first glimpse of Scorpion’s costume for the upcoming Spider-Man 4 movie.

Netflix’s ‘The Night Agent’ unexpectedly became a huge success. After its quiet debut in March 2023, the show quickly rose to become one of Netflix’s most popular titles, racking up 98.2 million views in its first 91 days.

Baker released a video explaining the situation after Zach James, co-creator of ‘Yo Mama,’ advertised a cryptocurrency associated with the show. Baker clarified that he doesn’t manage the ‘Yo Mama’ social media and isn’t involved with any cryptocurrency or Web3 projects related to the channel.

Discord announced on February 10, 2026, that its new “Teen By Default” program will launch globally in early March. This update includes improved safety features and ways to confirm users’ ages, such as estimating age from facial features and verifying IDs with help from outside companies.

Even though HBO Max’s most popular show has received praise for its realistic portrayal of medicine, it’s not without flaws. Some viewers have criticized the show’s side romances, but the biggest complaint is that it tries to follow too many characters at once. This issue became even more noticeable in season 2, with the addition of even more characters in The Pitt storyline.
![]()
The game’s future plans were unveiled in a Winter Roadmap, outlining content updates leading up to the first anniversary of Assassin’s Creed Shadows on March 20, 2026. Before then, players can look forward to the release of ‘Claws of Awaji’ on the Switch 2, alongside a special Premium Edition of the game.