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Market

Cybersecurity and privacy engineering

How far AI got on each kind of work in this market, and the update that showed it.

Work

3

3 with evidence

Furthest level reached

L2

Partial automation

Evidence

17

3 pulled back by an evidence tier

Work in this market

Open a row to read the updates behind its level.

Implement data minimization and privacy controls6 evidence8 tasksL2Partial automation

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PublishedClaimedEvidence tierUpdateWhen
L1AssistedL1T3Vendor self-reportGitHub Copilot local sandboxing reaches general availability source2026-10-07
L1AssistedL1T3Vendor self-reportGoogle Research introduces TEE-based federated learning system source2026-10-02
L2Partial automationL2T3Vendor self-reportGitHub Security Lab releases gh-secure source2026-10-01
L1AssistedL1T3Vendor self-reportAntigravity adds new permissions system and sandbox improvements source2026-09-15
L2Partial automationL2T3Vendor self-reportChatGPT Work can sign in to websites on web and mobile source2026-08-25
L2Partial automationL3↓ T3 allows only L2T3Vendor self-reportCooley builds confidential redaction agent on Gemini Enterprise for Legal sourceno update mentioned it
Monitor security alerts and investigate anomalies7 evidence5 tasksL2Partial automation

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PublishedClaimedEvidence tierUpdateWhen
L1AssistedL1T3Vendor self-reportGoogle introduces Gemini 4 Argon frontier model source2026-09-30
L2Partial automationL2T3Vendor self-reportCodex Security Cloud upgraded with Daybreak Blue cyber models source2026-09-29
L2Partial automationL3↓ T3 allows only L2T3Vendor self-reportAdvance AI uses Alibaba Cloud for fraud detection models source2026-09-28
L2Partial automationL2T3Vendor self-reportOpenAI shares cyber defense architecture and playbook source2026-09-09
L1AssistedL1T3Vendor self-reportGoogle releases Gemini 3.8 Flash Cyber source2026-09-02
L1AssistedL1T3Vendor self-reportTencent Cloud partners with HKMA for GenA.I. Sandbox++ anti-fraud innovation source2026-08-31
L2Partial automationL3↓ T3 allows only L2T3Vendor self-reportGitHub adds context-aware secret classifier checking candidates under 2ms sourceno update mentioned it
Review code configuration and access permissions4 evidence8 tasksL2Partial automation

Open this work →

PublishedClaimedEvidence tierUpdateWhen
L1AssistedL1T3Vendor self-reportGoogle introduces Gemini 4 Argon frontier model source2026-09-30
L2Partial automationL2T3Vendor self-reportCodex Security Cloud upgraded with Daybreak Blue cyber models source2026-09-29
L2Partial automationL2T3Vendor self-reportOpenAI shares cyber defense architecture and playbook source2026-09-09
L1AssistedL1T3Vendor self-reportGoogle releases Gemini 3.8 Flash Cyber source2026-09-02

Occupations this market is served by

One market is served by several occupations, so these are not shares of a job.

Where this page's numbers come from

Snapshot
snapshot-1
Generated
2026-10-09 08:10 UTC
Ontology
1.0.0
Ontology schema
2.4.0
Method version
activity-level-1
Content SHA-256
0b46df0246af8a1dc3fd9ce8e6ac9812925ace553984d2b7d45d363d32e27681
Rows in this snapshot
10,482 work-to-task edges · 900 updates · 333 models · 58 topics · 1,888 market-to-occupation edges · 375 source accounts · 1 coverage record · 1 progress record · 11 non-technical conditions · 401 updates that landed on work · 1,102 evidence · 614 work in markets · 506 non-technical condition-to-work edges