Beyond Backtesting: Building Trustworthy Crypto Trading Strategies
![AutoQuant navigates the treacherous landscape of model optimization with a two-stage Bayesian search and double-screening process, ensuring stability through continuous live monitoring, and enforces rigorous financial alignment via a [latex]t\!+\!1[/latex] execution schedule and strict avoidance of predictive funding-a system designed to mitigate risk by prioritizing present certainty over speculative gain.](https://arxiv.org/html/2512.22476v1/figure0_flow.png)
New research highlights the critical need for realistic cost modeling and rigorous validation to prevent inflated performance estimates in cryptocurrency perpetual futures trading.
![AutoQuant navigates the treacherous landscape of model optimization with a two-stage Bayesian search and double-screening process, ensuring stability through continuous live monitoring, and enforces rigorous financial alignment via a [latex]t\!+\!1[/latex] execution schedule and strict avoidance of predictive funding-a system designed to mitigate risk by prioritizing present certainty over speculative gain.](https://arxiv.org/html/2512.22476v1/figure0_flow.png)
New research highlights the critical need for realistic cost modeling and rigorous validation to prevent inflated performance estimates in cryptocurrency perpetual futures trading.

The original Japanese anime made some changes to character relationships compared to the manga. Specifically, Zoisite and Kunzite were portrayed as romantic partners in the manga, but some international versions of the anime initially presented Zoisite as female to avoid showing a same-sex relationship. Similarly, the Sailor Starlights were depicted as men who transformed into women in the anime, while the manga showed them as women in disguise. These changes didn’t sit well with fans who preferred the more straightforward portrayal in the original manga.
On a Tuesday, no less-the most mundane of days-blockchain security firm SlowMist unveiled its 2025 Blockchain Security & AML Annual Report. Oh, the drama! It seems the crypto industry has been more of a sitting duck than a soaring eagle this year, with security challenges that would make even the most seasoned detective blush. 🕵️♂️

When a supernatural problem arises in New York City, four women team up to start a ghostbusting business. This movie is a fresh take on the beloved 1984 film, featuring a new cast and modern effects. However, it sparked controversy online before its release and received generally mixed reactions. Many viewers thought it leaned too heavily on slapstick humor and didn’t quite recapture the magic of the original movie.

Beta measures price volatility relative to the S&P 500; beta is calculated from five-year weekly returns. The 1-yr return represents total return over the trailing 12 months.

In the movie ‘Titanic’, Rose DeWitt Bukater, a young woman from a wealthy family, falls in love with Jack Dawson, a poor artist. Their passionate romance unfolds as the ship heads towards a dangerous iceberg. Directed by James Cameron, this blockbuster film won eleven Oscars and became one of the highest-grossing movies of all time. While the film is known for its stunning visuals and effects, some viewers find the love story itself to be a bit too emotional.

A new framework combines the power of large language models with targeted data retrieval to dramatically improve network traffic analysis and threat detection.

The next Superman movie is officially titled Man of Tomorrow, not Superman: Man of Tomorrow, as some people thought. James Gunn has explained that the film will focus on Lex Luthor just as much as it does on Superman.

But wait! Not everyone’s crying into their crypto. Enter Axel Adler, the Sherlock Holmes of crypto, who insists Bitcoin’s just “transitioning,” not tanking. 🕵️♂️ His evidence? The “Supply in Profit” metric – a fancy term for “how many coins are happy campers?” Spoiler: It’s down from 19 million BTC to 13.5 million. Bitcoin’s Supply in Profit went on a diet! 🥗

The movie adaptation of the popular manga was heavily criticized for casting a white actor to play Goku. Fans were upset that the film ignored Goku’s Japanese background and appearance. The movie received a lot of negative feedback, with many criticizing its lack of cultural accuracy and poor storytelling. It’s now a well-known example of how casting decisions can disappoint and anger passionate fans around the world.