VisiCore AI — Extending X10
X10 DividendLog Samples

Log Samples

Real log lines per source, and the measured character reduction of each.

Real sample logs, one page per source. Every line is copied from vendor or project documentation.

Measured character reduction

Each source below is stripped to a minimal encoding — epoch timestamps, no field names, single-character delimiter — and the result is compared to the original. The cut is measured on the sample, not estimated.

SourceFormatCharacters cut
SuricataJSON, nested70%
Zeek conn.logJSON65%
Juniper SRXStructured syslog65%
Windows 4624EVTX / XML50%
FortiGatekey=value50%
Infoblox DNSBIND text25%
Cisco Merakimixed25%
Palo AltoCSV, positional10%
Juniper SRXTraditional syslog0%
AWS VPC FlowSpace-delimited0%

Format sets the ceiling. JSON, XML, and key=value carry the field name on every record, so stripping to values cuts half or more. A source that already ships positional values with a single delimiter — AWS VPC Flow, Palo Alto — sits near its floor, and reformatting alone returns little. For those, the other levers — dropping fields and events — do the work.

Juniper SRX appears twice because it writes the same event either way: 644 characters in the structured format, 227 in the traditional one. One configuration choice, a 2.8× difference on the wire.

Timestamps

A human-readable timestamp costs about 24 to 32 characters. The same instant as an epoch integer costs 10.

StyleExampleCharacters
BIND text30-Apr-2020 13:35:02.18724
ISO 8601 with zone2003-12-16T13:21:45.037333+000031
Epoch158825370210

The saving multiplies where a record carries several. A Suricata flow event holds three ISO-8601 timestamps; FortiGate sends date and time as separate fields alongside an eventtime epoch that already encodes both.

Reduction figures are AI-measured on a single sample per source. A production measurement across a real feed confirms them.

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