Developer at Embark Studios arc raiders and final matchknows how much damage cheaters and hacks can do to the best multiplayer games. Even one encounter with an enemy aimbot or wallhack is likely to keep players away from their computers for the night, and the longer the problem persists, the more likely players will simply not return to their computers. With the latest update, the studio says it has “significantly enhanced our cheat detection capabilities” and warns all players to double-check their software to be on the safe side.
Finals update 9.9.0 has been released, bringing a wealth of Lunar New Year festivities to the destructive FPS game. Alongside this, Embark’s anti-cheat division sent out an update explaining how it has implemented “machine learning models trained for months on both real player data and known cheating data” to distinguish between human control and scripts. The Finals estimates that “only about 0.02% of players are suspended” on any given day, but acknowledges that the subject is a hot-button issue.
Embark lays out the process they use to make sure they’re not unfairly banning people simply because they’re too good at the game or have had a lucky moment. One of the most common considerations in The Finals is weapon recoil. This must be manually controlled to protect the target. “Each burst generates hundreds of mouse or controller inputs. Human recoil produces organic, noisy patterns.” Below is a comparison between natural human input and a script designed to minimize bullet spread.

“Cheats such as aimbots, XIM devices, recoil scripts, and fake aim assist replace human control with automated input.” “These systems produce artificial, highly consistent patterns that erase natural noise.” The good news is that by deploying this conservatively and adjusting parameters incrementally, Embark believes its machine learning models have reached a point where they are “very confident” in the results.
The report said: “In all recent cases manually checked, the results were correct. Although detection is technically possible within minutes, in order to collect enough data and ensure high reliability, we deliberately accumulate data for a long time before issuing a ban. This means that the system does not operate with good recoil control in the blink of an eye.”
The slightly longer time it takes to monitor suspicious accounts also means that the timing of a ban is “not necessarily meaningful, but merely reflects when enough data has been collected.” It continues: “Models introduced over the past six months have caught previously undetected cheats, including players who avoided bans for extended periods of time. We monitor cheat forums and Discord servers, and their recent responses reflect that impact.”
Embark also warns all players of The Finals to make sure your software isn’t implementing assists without your knowledge. “We recommend that you consider and investigate any configuration software you may be using for your keyboard or mouse. Manufacturers are increasingly adding scripting capabilities to many peripherals, and some may have default settings that may provide an unfair advantage or trigger detection by anti-cheat solutions.
“These are often easily reviewable through appeals, but it’s always good to understand exactly what you’re installing if you want to avoid potential issues.” The rise of machine learning and AI-powered assistance will continue to cause more and more problems, especially in the competitive multiplayer scene. So I’m glad to see developers working to counter this. At least for now, Embark is confident. “You’re not swinging the banhammer indiscriminately; you’re delivering a precise blow.”
