First, ordered event streams. Every agent action produces an event with a global sequence number. Any agent can reconstruct the current system state by reading the event stream. This eliminates the need for agents...
Unusual outbound connections that could indicate C2 was executed;
Disabling of antivirus and endpoint protection, or log clearing or tampering;
Unusual spikes in resource use, which...
Python 3.14 was the star of the show in 2025, bringing official support for free-threaded builds, a new all-in-one installation manager for Windows, and...
Voxel51
Similarity search for quality control
Once you find one problematic annotation, similarity search becomes a powerful tool to find all related errors. Click on a...
