Last 24 hours · Jul 07, 2026 00:09 – Jul 08, 2026 00:09 UTC Demonstration Mode (synthetic data) Generated: 2026-07-08 00:09:10 UTC

OCCAM Detection Overview

OCCAM has two stages. The classifier scores each 15-minute asset window into one of 13 ATT&CK tactics (Benign + 12 attack stages). The predictor runs a Hidden Markov Model over the resulting token sequence, predicts Benign by default, and treats prediction failure as the pre-intrusion signal.

Total Detections
4,821
Pre-Intrusion Alerts
23
Suppressed (FP)
3,947
Assets Observed
847
Avg Surprisal (bits)
1.42
Max Surprisal (bits)
8.73

Predictor Status

Self-commissioning state machine: Accumulating → Activating → Active. The predictor self-deactivates to Degraded if its confirmation rate drops below threshold.

Status Windows Confirmation Rate Avg Surprisal
Predicting 4,287 0.847 1.42
Accumulating 534 0.000 0.89
Viterbi symbolsB BenignR ReconnaissanceS StagingL Lateral MovementC CollectionE ExfiltrationI Impact

Pre-Intrusion Alerts

High-surprisal observations in progressive attack sequences. Each row is an assessed-probable intrusion in progress — acted on before the attacker achieves objective.

Pre-Intrusion Alerts 8 rows
Window Source Segment Observed Surprisal (bits) Anomaly P(Benign) Predicted Next Viterbi Path
2026-07-07T22:09:10 10.0.12.45 datacenter CommandAndControl 8.73 0.92 0.080 Benign B→R→S→L
2026-07-07T20:09:10 10.0.3.118 corporate LateralMovement 7.21 0.87 0.130 Benign B→R→L
2026-07-07T18:09:10 10.0.12.201 datacenter DataExfiltration 6.84 0.84 0.160 Benign B→S→C→E
2026-07-07T16:09:10 172.16.0.89 dmz CommandAndControl 6.42 0.81 0.190 Reconnaissance B→R→L
2026-07-07T14:09:10 10.0.8.77 corporate Persistence 5.92 0.78 0.220 Benign B→S→L
2026-07-07T13:09:10 10.0.12.45 datacenter CommandAndControl 5.87 0.76 0.240 Benign B→R→S→L
2026-07-07T11:09:10 10.0.5.212 corporate PrivilegeEscalation 5.47 0.73 0.270 Benign B→S→I
2026-07-07T09:09:10 10.0.12.45 datacenter CommandAndControl 5.31 0.71 0.290 Benign B→R→S→L

Viterbi State Paths

The most-likely hidden-state paths decoded from observed token sequences. This is the explainable-AI output that satisfies DoD XAI requirements — every prediction can be traced back to the specific ATT&CK tactic progression that drove it.

Decoded Path Occurrences Avg Surprisal Elevated
B→R→S→L→C→E 12 6.84 8
B→R→S→L 8 5.92 5
B→S→C→E 6 6.21 4
B→S→L 4 4.87 2
B→R→S→I 3 5.12 2
B→R→I 2 4.42 2

Detection Timeline

Detections by ATT&CK Tactic

Tactic Detections Avg Surprisal Avg Anomaly Score Elevated
Benign 3,284 0.38 0.02 0
Reconnaissance 487 2.84 0.31 3
LateralMovement 312 3.17 0.42 5
CommandAndControl 198 4.92 0.67 8
DataExfiltration 147 5.31 0.71 4
PrivilegeEscalation 89 3.84 0.48 2
Persistence 67 4.12 0.53 1
InitialAccess 42 5.87 0.78 0
Collection 38 3.41 0.39 0
Impact 157 2.18 0.22 0

Dispositions Breakdown

Each token observation is classified into one of four dispositions based on the surprisal score and the surrounding sequence context.

Disposition Count %
suppress 3,947 81.9
investigate 412 8.5
present 284 5.9
downgrade_infrastructure_change 155 3.2
elevate_to_preintrusion 23 0.5

Detections by Segment

Segment Detections Assets Elevated
corporate 2,847 512 8
datacenter 1,284 187 11
dmz 421 34 3
iot 189 78 1
guest 80 36 0

Most Anomalous Assets

Most Anomalous Assets 8 rows
Source IP Segment Detections Elevated Max Surprisal Avg Anomaly Last Tactic
10.0.12.45 datacenter 87 4 8.73 0.82 CommandAndControl
10.0.3.118 corporate 64 3 7.21 0.71 LateralMovement
10.0.12.201 datacenter 52 2 6.84 0.68 DataExfiltration
172.16.0.89 dmz 41 2 5.92 0.59 Reconnaissance
10.0.8.77 corporate 38 1 5.47 0.54 Persistence
10.0.5.212 corporate 31 1 4.83 0.47 PrivilegeEscalation
10.0.12.15 datacenter 28 0 4.21 0.41 Collection
192.168.1.44 iot 24 1 3.97 0.38 CommandAndControl

False Positive Suppression

Recurring patterns the predictor has classified as legitimate. If a suppressed pattern deviates from expected resolution, it escalates to a high-priority alert.

Tactic Disposition Count Avg Surprisal First Seen Last Seen
Benign suppress 3,142 0.31 2026-07-07T01:09:10 2026-07-08T00:09:10
Impact suppress 312 1.84 2026-07-07T02:09:10 2026-07-07T23:09:10
Reconnaissance suppress 287 1.92 2026-07-07T04:09:10 2026-07-08T00:09:10
Collection suppress 124 2.14 2026-07-07T06:09:10 2026-07-07T22:09:10
LateralMovement suppress 82 2.47 2026-07-07T08:09:10 2026-07-07T23:09:10