
Tracking AI adoption in North Korean threat actor tradecraft
Microsoft Threat Intelligence report on how North Korean actors use AI, ranking Jade Sleet, Coral Sleet and Jasper Sleet as operationalized, Diamond Sleet, Onyx Sleet, Pearl Sleet and Sapphire Sleet as accelerating, and Emerald Sleet as expanding. It documents AI-generated lures (100+ Onyx Sleet PDFs, August and September 2026), AI-built tooling such as Coral Sleet's private GitHub repository trojanizing, and Onyx Sleet and Pearl Sleet use of the ARTEX agentic pentest framework. It ends with mitigation and Defender guidance.
What it is
A Microsoft Threat Intelligence report published 29 October 2026. It assesses overall North Korean AI adoption as high and says AI mostly speeds up existing social engineering, malware and reconnaissance work. Microsoft judges operations to be human-directed and not autonomous, and says AI has not changed the actors' goals: revenue, strategic intelligence, and some disruptive activity. Targets remain crypto and finance, IT firms and software supply chains, government, and education.
How it works
Observed use, by activity:
- Reconnaissance and personas: From 8 to 12 June 2026, Jade Sleet posed as recruiters for a spoofed AI-powered blockchain intelligence company, then ran the same job-themed approach through two more front companies in that window. Jasper Sleet uses suspected generative and agentic resume workflows and repeatable tooling to manage multiple fake worker personas. Since August 2026, Diamond Sleet has returned to oil and gas for the first time since 2023, widened to communications and internet policy organizations, and built fake telecom technology companies to target telecoms through "business partnerships".
- Lures: Over 100 target-specific Onyx Sleet PDFs from August and September 2026, with metadata showing dozens created within minutes. They support high-volume phishing of South Korean users. Microsoft says rapid regeneration could make disruption and detection harder. Emerald Sleet shows possible AI voice and video generation, with impact undetermined.
- Tooling: Cursor-style AI development platforms likely help Jade Sleet, Coral Sleet, Pearl Sleet and Sapphire Sleet write, debug, convert and obfuscate code and retool after defenders block them. Sapphire Sleet likely used AI in the August 2026 Rust software compromise, and its malware used dynamic .NET compilation during post-exploitation, most likely for evasion. Since April 2026 Coral Sleet has run a workflow that trojanizes private GitHub repositories and feeds them into its malware chain.
- Agentic tooling: Since late October 2026, Onyx Sleet and Pearl Sleet have used the open-source agentic pentest framework ARTEX in operations.
Preconditions / Affected
Exposure is highest for crypto, finance, software and AI firms, telecoms, defense, oil and gas, and organizations that hire remote developers or use staffing firms. South Korean users face the Onyx Sleet phishing.
What to do
The guidance is general hardening, mostly Microsoft-product specific:
- Block device code flow wherever possible, and where it is needed restrict it through Entra Conditional Access.
- Turn on Safe Links, Safe Attachments and Zero-hour auto purge in Defender for Office 365, and run phishing simulations.
- Enable cloud-delivered protection, EDR in block mode, automated investigation and remediation, automatic attack disruption, network protection and attack surface reduction rules.
- Put web-facing systems behind a VPN, WAF, reverse proxy or DMZ, and automate patching.
- For hiring, check for duplicate social profiles or phone numbers, reject VOIP numbers, require camera on across several video sessions, treat claimed camera or microphone faults as a red flag, call references by phone or video, and check whether the same persona works at several companies. Give staffing-company hires extra scrutiny.
- Microsoft also promotes its Security Dashboard for AI and Agent 365 for governing AI agents.
Caveats
The page gives no indicators of compromise, hashes, domains or hunting queries in the fetched text. The attack surface reduction rule list and the detection list are empty there. Much attribution of AI use is inferred ("likely", "highly likely") from metadata, pace and tooling quality, not from observed prompts. The Sapphire Sleet and Coral Sleet AI links are assessments, not confirmed facts.
Organisations named here
- ARTEX
- Coral Sleet
- Diamond Sleet
- Emerald Sleet
- fake IT worker personas
- Jade Sleet
- Jasper Sleet
- Onyx Sleet
- Pearl Sleet
Technologies named here
- ARTEX
- Cursor
- Microsoft Defender Vulnerability Management
- Microsoft Defender for Office 365
- Microsoft Defender for Endpoint
- Microsoft Defender XDR
- Microsoft Defender Antivirus
- Microsoft Entra Conditional Access
- GitHub
- Rust
- Microsoft Defender
- Microsoft Threat Intelligence
- Azure Update Manager (centralized patching)
- Cryptocurrency and financial organizations
- Government entities and education-related organizations
- Information technology companies and software supply chains
- Microsoft Agent 365 (control plane to manage, govern and secure AI agents)
- Microsoft Defender External Attack Surface Management (perimeter scanning)
- Microsoft Security Dashboard for AI (unified view of AI security posture across Defender, Entra and Purview)
- Private GitHub repositories
- Rust developers
- South Korean users (PDF lure targets)
Techniques named here
- AI-assisted malware development
- Four adoption stages: emerging, expanding, accelerating, operationalized
- Malicious repository lures and job-themed payload delivery
- Rapid retooling to evade detection and blocking
- Synthetic media: AI-altered profile images, video, voice and backgrounds
Threat actors named here
- Sapphire Sleet
- DPRK
- August 2026 Rust software compromise (supply chain attack attributed to Sapphire Sleet, from targeting Rust developers to malware deployment)
- Coral Sleet (North Korean; operationalized AI stage; since April 2026 has run a workflow to trojanize private GitHub repositories, likely built with an AI-enabled development platform)
- Diamond Sleet (North Korean; accelerating stage; since August 2026 returned to targeting oil and gas for the first time since 2023, and created fake communications technology companies to target telecommunications firms)
- Emerald Sleet (North Korean; expanding stage; possible AI-created synthetic voice and video)
- Jade Sleet (North Korean; operationalized AI stage; ran job-themed campaigns through three front companies between June 8 and June 12, 2026, posing as recruiters for a spoofed AI-powered blockchain intelligence company)
- Jasper Sleet (North Korean; operationalized AI stage; uses fraudulent identities to obtain remote employment and AI-assisted resume workflows to build fake personas)
- Onyx Sleet (North Korean; accelerating stage; over 100 PDF lure files created in August and September 2026 targeting South Korean users; uses ARTEX since late October 2026)
- Pearl Sleet (North Korean; accelerating stage; uses ARTEX since late October 2026 and AI-assisted development platforms such as Cursor)
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