Anatomy of a counter-move: deciding in under 200 ms
Between the moment an attacker acts and the moment they are stopped, every millisecond counts. Most tools stop at the alert and wait for a human to arrive, often too late. BALLA goes all the way: detect, understand, decide, act, in a single continuous chain, under 200 ms.
It all starts with a stream. The endpoint agent normalises every event into the UCEF format, signs it, then pushes it onto a decoupled bus. That decoupling is not an architectural detail: it lets the system absorb tens of thousands of events per second without ever losing the order of facts on a given machine.
Then comes the hardest step: telling normal from abnormal without knowing the threat in advance. Instead of a single model, BALLA stacks complementary capabilities, statistical anomaly, contextual profile, action sequence, supervised filtering, whose shared goal is to cut missed threats and false alarms at the same time.
An anomaly is not yet a decision. It is qualified by threat intelligence, vulnerability, malware family, MITRE ATT&CK technique, reputation, then weighed by the decision layer, under strict guardrails. And every call stays explainable: you know which factors weighed in, and why.
Finally, act. The response becomes a cryptographically signed action, verified by the agent before execution, reversible, and written to a tamper-proof log. The heaviest decisions keep a human in the loop. It is that demand, speed AND traceability AND control, that separates a simple automated script from genuine autonomous cybersecurity.