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The previous Network Monitoring with room taught us to interrogate logs from the command line. Every zeek-cut | awk | sort pipeline started from a known question, with an alert or an IOC handed to us, and the analyst worked from the indicator outward to scope and impact. This room begins from the opposite place. No alert has fired. The question we ask in front of the Zui pool is no longer "what fired?" but "what did nothing fire on that should have?"
Alert response is deductive. An indicator exists, and our investigation ends once we confirm whether it is malicious or benign. Threat hunting is inductive; no indicator to start from. We work from a hypothesis (a statement of what attacker behaviour might look like in this environment) and search the data for evidence that confirms or refutes it. Modern operators assume they will eventually be detected, so they blend in with slow beacon intervals, legitimate-looking User-Agents, CDN-fronted infrastructure, and encrypted DNS. Hunting is the discipline of finding what blending in still looks like when examined deliberately.
Every hunt starts in one of three places, and most real hunts combine all three. Intel-driven hunts begin with a threat report describing a specific TTP, which we translate into a query that asks whether the pattern is present in our environment. Anomaly-driven hunts begin with a statistical baseline (e.g., most workstations make fewer than 20 outbound HTTPS connections per hour) and surface outliers above it. Hypothesis-driven hunts begin with a security question with no known TTP, where we formulate what the answer would look like in the data and check it.

The previous room's pipelines are powerful for confirmatory analysis, but each answers a single question, and pivoting requires rebuilding the pipeline from scratch. Exploratory analysis is too slow that way. Zui (formerly Brim) loads PCAPs and logs into a unified, queryable store called a Zed lake and provides a query interface where a field click adds a clause to the active query. We hunt in the logs and confirm in the packets without leaving the tool.
It is expected that you have gone through or explored the following rooms and topics before starting this room:
uid, the protocol-specific logs (conn, dns, http, ssl, files).Continue to the next task.
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