Short answer: Joe Security's new tool helps uncover hidden malware behavior. Sign up for Joe Sandbox Cloud Basic to test it out.
TL;DR
- Joe Security developed a new tool called Adaptive Detonation.
- It helps find hidden malware behaviors during analysis.
- The tool uses AI to intervene and modify conditions.
- Security teams can use it to get deeper insights into threats.
What happened?
Joe Security’s Adaptive Detonation is a new tool that helps uncover hidden malware behavior. It uses AI to intervene during malware analysis, adjusting conditions to reveal more of the malware’s actions. This tool is part of Joe Sandbox AI, available as a plugin for Joe Sandbox Cloud. Security teams can test it by signing up for the free community version.
- Malware
- Harmful software made to spy, steal or damage.
Key facts
| Reported by | CSO Online |
|---|---|
| Date reported | 05 Nov 2026 |
How it works

Joe Sandbox uses AI agents to examine malware, identify obstacles, and intervene by adjusting the execution environment. This reveals the malware's behavior and helps uncover hidden threats.
- Joe Sandbox examines execution results.
- Malware re-executes under new conditions.
- Joe Sandbox analyzes and uncovers hidden behavior.
Skillmate analyst mapping (our judgement, not from the vendor):
- T1566 Phishing
Timeline
| Date | Event | Source |
|---|---|---|
| 2026-11-05 | Reported by CSO Online | CSO Online |
| 2026-11-11 | This Skillmate explainer published | Skillmate |
How to fix it
- Keep the operating system, browser and security software updated.
- Do not open unexpected attachments or install software from unofficial sources.
- Report suspicious files or pop-ups to your IT or security team.
How to detect it
Signs to watch for:
- Unknown programs starting at boot, or new scheduled tasks.
- Security software that was turned off without a reason.
- Unusual outbound connections from a workstation.
What is confirmed
- Reported by CSO Online
Why it matters
This matters because it helps uncover hidden malware behavior, providing deeper visibility for security teams. This enhances threat detection and response, protecting users and companies globally.
Learn the skills behind this story
Want to understand attacks like this and defend against them? Join Skillmate cybersecurity training or practise hands-on in Skillmate Labs.
FAQ
What is Adaptive Detonation?
Adaptive Detonation is a tool that uses AI to analyze malware and uncover hidden behaviors by changing the sandbox environment.
How does it work?
It examines execution results, identifies obstacles, and then changes the environment to reveal more about the malware's behavior.
What is Joe Sandbox AI?
Joe Sandbox AI is a plugin for Joe Sandbox Cloud that uses AI to analyze malware and help security teams investigate threats.
Is it free to test?
Yes, security teams can test Joe Sandbox by signing in or registering for Joe Sandbox Cloud Basic, the free community version.
Related Skillmate posts
Sources
How we wrote this: facts come from the sources above. An on-prem AI model drafted the plain-English parts and every sentence was checked against the sources; unsupported sentences were removed. MITRE mapping is our own judgement.
Watch today's video brief: https://youtu.be/yaK-CF987xg
