On 29 October Microsoft Threat Intelligence published a report rating the maturity of AI use by eight North Korean threat groups on a four-stage scale of emerging, expanding, accelerating and operationalized. It places Jade Sleet, Coral Sleet and Jasper Sleet at the operationalized stage and Diamond, Onyx, Pearl and Sapphire Sleet at the accelerating stage, and rates overall adoption as high. It concludes at the same time that 'AI-enabled operations remain human-directed and have not become fully autonomous'.
Uses from fake recruitment to mass-produced lures
The uses the report lists include reconnaissance and bespoke lures, fabricated personas and resumes (Jasper Sleet), interview-themed social engineering (Sapphire, Jade and Coral Sleet) and malware development in AI-assisted coding environments (Jade, Coral, Pearl and Sapphire Sleet). More than 100 PDF lure files attributed to Onyx Sleet were created in rapid bursts in August and September 2026, with the pace of document production offered as an indicator of AI use.
Jade Sleet ran job-themed targeting through three front companies in a single week, 8–12 June 2026, and Sapphire Sleet likely used AI in the August compromise of Rust software. Coral Sleet has been trojanizing private GitHub repositories since April, and Emerald Sleet is flagged as a possible user of synthetic voice and video.
Arrival at agentic penetration-testing tools
The notable passage is that Onyx Sleet and Pearl Sleet began using the open-source agentic penetration-testing framework ARTEX in late October 2026. Microsoft's 21 October report described ARTEX in a supply-chain compromise by the China-linked Storm-0940, and TrendAI's 27 October report found it in attack infrastructure aimed at Japan. The same agentic tool spreading across state actors within weeks has therefore now been shown independently by several observers.
What the 'human-directed' verdict covers
Microsoft assesses that AI is increasing the speed and efficiency of attacks while humans still direct operations and no fully autonomous attack has occurred. The verdict gives a baseline for the current stage of attacker automation against which defenders' early access to frontier models and pilots of autonomous response can be measured. The recommendations combine conventional controls, including vulnerability management, EDR block mode, attack-surface-reduction rules, vetting of staffing firms and blocking the device-code flow, with visibility into AI agents.
Sources
Primary sources
- 1
Tracking AI adoption in North Korean threat actor tradecraft
Source checked 30 Oct 2026
Microsoft · External site - 2
Storm-0940 uses ARTEX agentic AI in ConnectWise supply chain compromise
Microsoft · External site
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AI & Security Observatory(2026-10-29)「Microsoft、北朝鮮の8集団のAI利用を4段階で評価 3集団が「運用段階」、攻撃は人間主導の範囲にとどまると判定」『AI & Security Observatory』、第1.0版、最終更新2026-10-30。https://ai-security-observatory.org/ja/brief/brief-20261030-02/
AI & Security Observatory (2026-10-29). Microsoft rates AI adoption across eight North Korean threat groups on a four-stage scale, placing three at 'operationalized' while judging operations still human-directed . AI & Security Observatory, version 1.0. Updated 2026-10-30. https://ai-security-observatory.org/en/brief/brief-20261030-02/
Version 1.0 · Publication date 29 Oct 2026 · Updated 30 Oct 2026
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