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What is a fileless (in-memory) attack?
Short answer: A fileless attack is one that never writes a program to disk. The attacker injects malicious code directly into the memory of a legitimate, trusted process and builds their payload there. Because no file is ever created, security tools that scan ...
What is hacker automation, and why does it break traditional defenses?
Short answer: Hacker automation is the use of scripts, AI, and robotic process automation to run every stage of an attack at machine speed. An automated attack can infiltrate a machine, steal data, and delete its own in-memory tools in seconds — far faster tha...
Why do automated attacks target the same locations on every computer?
Short answer: Attackers don't know anything about your specific environment, so their automation is written against locations that exist on virtually every machine — user profile folders, drive letters, and application data directories. That predictability is ...
What is an infostealer, and why is session-token theft so dangerous?
Short answer: An infostealer is malware built to grab digital identity material — passwords, session tokens, API keys, and VPN credentials — and exfiltrate it fast. A stolen session token is dangerous because it often bypasses passwords and multi-factor authen...
What are Living-off-the-Land (LotL) attacks, and why does application whitelisting fail against them?
Short answer: Living-off-the-Land attacks use software that is already installed and already trusted — system utilities, administrative tools, browsers — rather than introducing new malicious files. Application whitelisting fails because the attacker is operat...
What is a System32 DLL in-memory attack?
Short answer: It's an attack that infects the core Windows code libraries (System32 DLLs) while they are running in memory. Because nearly every application and security tool depends on those libraries to function, compromising them gives an attacker near-tota...
Why doesn't malware always activate in a security testing lab?
Short answer: Attackers design malware to stay dormant unless it receives a validation signal from a live command-and-control (C2) server they control. By the time a sample reaches a malware database, the C2 infrastructure has usually moved — so researchers ar...
How is Cyber Crucible different from EDR, XDR, and MDR?
Short answer: EDR, XDR, and MDR are detection-and-response tools: they observe an attack, generate an alert, and rely on a human or a cloud service to decide what to do. Cyber Crucible is a prevention tool: it decides autonomously on the endpoint and stops the...
Is Cyber Crucible an EDR, XDR, MDR? Or Something Else Like Agentic AI?
Short answer: It has elements of both EDR and XDR, but the category question is the wrong one. What matters is where the decision is made. Cyber Crucible's response logic runs entirely on the endpoint using only information available there at the moment of att...
Does Cyber Crucible replace my EDR, or work alongside it?
Short answer: Either. Cyber Crucible is designed to run alongside existing EDR, XDR, and MDR tools without conflict, and many customers deploy it that way. It also works as a standalone prevention layer if you decide to reduce your stack. Running alongside you...
Is Cyber Crucible antivirus?
Short answer: No. Antivirus identifies known-bad files using signatures. Cyber Crucible uses no signatures at all — it evaluates what a running program is actually doing and stops malicious behavior, including threats no one has seen before. Why signatures are...
Why isn't backup and recovery enough to handle ransomware?
Short answer: Backups address only the final stage of a ransomware attack — encryption. By the time encryption starts, attackers have usually already stolen credentials and exfiltrated your data. Restoring from backup recovers your files; it does nothing about...
Why is capturing ransomware encryption keys no longer a valid defense?
Short answer: Key capture stopped being technically reliable in 2021. Modern ransomware avoids the operating system's standard encryption libraries, so there are no keys for a defensive tool to intercept — and even when keys are obtained, they often can't be a...
Why do "cloud collector" security tools struggle against modern attacks?
Short answer: A cloud collector is a lightweight endpoint agent that does little local analysis and instead ships raw telemetry to a cloud platform for processing. That round trip adds delay an automated attack doesn't give you, and the agent depends on the ve...
Does Cyber Crucible slow down my systems?
Short answer: No. Typical CPU usage is around 1% or lower, and the architecture deliberately avoids the technique that causes most endpoint-agent slowdowns — inserting hooks into Windows system libraries. Why other agents cause lag Legacy security tools insert...
What is Genetic AI, and how is it different from an LLM?
Short answer: Genetic AI is Cyber Crucible's purpose-built security AI. It models how programs behave — in memory, across processes, and against files — and detects malicious deviations in real time. It is not a large language model; LLMs analyze text patterns...
How does Cyber Crucible make a decision in under 200 milliseconds?
Short answer: It runs a three-step loop — Detect, Decide, Respond — entirely on the endpoint at the kernel level, using a patented edge computing analytics engine. Because nothing has to travel to a cloud service and back, and no human is in the loop, the whol...
What is Rogue Process Prevention (RPP)?
Short answer: Rogue Process Prevention is Cyber Crucible's patented approach of interceding against a malicious process rather than merely observing it. Whether it's ransomware starting to encrypt or an infostealer reaching for a session token, the process is ...