All markets
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
| Published | Claimed | Evidence tier | Update | When |
|---|---|---|---|---|
| L1Assisted | L1 | T3Vendor self-report | GitHub Copilot local sandboxing reaches general availability source | 2026-10-07 |
| L1Assisted | L1 | T3Vendor self-report | Google Research introduces TEE-based federated learning system source | 2026-10-02 |
| L2Partial automation | L2 | T3Vendor self-report | GitHub Security Lab releases gh-secure source | 2026-10-01 |
| L1Assisted | L1 | T3Vendor self-report | Antigravity adds new permissions system and sandbox improvements source | 2026-09-15 |
| L2Partial automation | L2 | T3Vendor self-report | ChatGPT Work can sign in to websites on web and mobile source | 2026-08-25 |
| L2Partial automation | L3↓ T3 allows only L2 | T3Vendor self-report | Cooley builds confidential redaction agent on Gemini Enterprise for Legal source | no update mentioned it |
Monitor security alerts and investigate anomalies7 evidence5 tasksL2Partial automation
| Published | Claimed | Evidence tier | Update | When |
|---|---|---|---|---|
| L1Assisted | L1 | T3Vendor self-report | Google introduces Gemini 4 Argon frontier model source | 2026-09-30 |
| L2Partial automation | L2 | T3Vendor self-report | Codex Security Cloud upgraded with Daybreak Blue cyber models source | 2026-09-29 |
| L2Partial automation | L3↓ T3 allows only L2 | T3Vendor self-report | Advance AI uses Alibaba Cloud for fraud detection models source | 2026-09-28 |
| L2Partial automation | L2 | T3Vendor self-report | OpenAI shares cyber defense architecture and playbook source | 2026-09-09 |
| L1Assisted | L1 | T3Vendor self-report | Google releases Gemini 3.8 Flash Cyber source | 2026-09-02 |
| L1Assisted | L1 | T3Vendor self-report | Tencent Cloud partners with HKMA for GenA.I. Sandbox++ anti-fraud innovation source | 2026-08-31 |
| L2Partial automation | L3↓ T3 allows only L2 | T3Vendor self-report | GitHub adds context-aware secret classifier checking candidates under 2ms source | no update mentioned it |
Review code configuration and access permissions4 evidence8 tasksL2Partial automation
| Published | Claimed | Evidence tier | Update | When |
|---|---|---|---|---|
| L1Assisted | L1 | T3Vendor self-report | Google introduces Gemini 4 Argon frontier model source | 2026-09-30 |
| L2Partial automation | L2 | T3Vendor self-report | Codex Security Cloud upgraded with Daybreak Blue cyber models source | 2026-09-29 |
| L2Partial automation | L2 | T3Vendor self-report | OpenAI shares cyber defense architecture and playbook source | 2026-09-09 |
| L1Assisted | L1 | T3Vendor self-report | Google releases Gemini 3.8 Flash Cyber source | 2026-09-02 |
Occupations this market is served by
One market is served by several occupations, so these are not shares of a job.
| Occupation | Confidence |
|---|---|
| Information Security Engineers | 0.95 |
| Information Security Analysts | 0.90 |
| Security Managers | 0.76 |
| Network and Computer Systems Administrators | 0.75 |
| Web Administrators | 0.67 |
| Database Administrators | 0.65 |
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