Security9 min read

When AI Runs the Ransomware: A July 2026 UK SME Threat Briefing

Three stories broke in the first week of July 2026 that UK SMEs should act on: JADEPUFFER (the first documented AI-agent ransomware), NCSC's urgent FortiBleed alert on Fortinet firewalls and CISA's KEV add for a SharePoint deserialisation RCE. A practical briefing.

Nimbul Systems Team
14 July 2026
9 min read

The first week of July 2026 brought three stories that intersect in a useful way for UK SMEs. Individually each is worth patching against. Together they show where the threat landscape has moved: attackers no longer need deep expertise at every step. AI agents chain the neglected weaknesses on their behalf, and the "less urgent" patches you deprioritised in May are the ones under active exploitation in July.

This is a briefing. Skip to the sections that apply to your stack.

1. JADEPUFFER: the first end-to-end AI-agent ransomware

On 7 July 2026 Sysdig's Threat Research Team published its analysis of JADEPUFFER, which they assess to be the first documented case of a complete ransomware operation driven end-to-end by a large language model. They classify the operator as an agentic threat actor (ATA): the attack capability is delivered by an AI agent rather than a human-driven toolkit.

How it worked

  • Initial access: An internet-facing Langflow instance was exploited via CVE-2025-3248, a missing-authentication flaw in the code-validation endpoint that lets any unauthenticated caller execute arbitrary Python (CVSS 9.8). Langflow patched this on 1 April 2025 and CISA added it to KEV in May 2025. Many public instances were never updated.
  • Payloads: Base64-encoded Python delivered through the Langflow RCE endpoint.
  • Pivot: The agent moved to a separate internet-exposed production server running MySQL and Alibaba Nacos. It exploited the Nacos authentication bypass family (CVE-2021-29441) and Nacos's well-known default JWT signing keys to gain full configuration control.
  • Extortion: The agent enumerated database contents, exfiltrated selected data, then used MySQL's own `AES_ENCRYPT` to encrypt configuration data and dropped a ransom note table (`README_RANSOM`). Encryption keys were randomly generated and never transmitted, so paying does not recover the data. This is destructive extortion dressed as ransomware.
  • Persistence and C2: Cron beacon every 30 minutes to `45.131.66[.]106:4444`.
  • Why this matters for SMEs

    Every technique JADEPUFFER used was old and public. What was new was the chaining. An AI agent stitched a year-old RCE, a 2021 authentication bypass and a 2020 default-key issue into a working operation without needing a skilled operator to sit at each step. The barrier to entry for competent, adaptive attacks has dropped substantially.

    If you run any of these, act this week

  • Confirm Langflow is at 1.3.0 or later. Better: do not expose Langflow (or any AI agent orchestration server) directly to the internet. Front it with authenticated access.
  • Do not colocate provider API keys (OpenAI, Anthropic, AWS, GCP) in the same environment as an internet-reachable AI orchestration server.
  • Rotate Nacos default JWT signing keys. Restrict Nacos to internal networks with authentication enabled.
  • Check for outbound traffic to `45.131.66[.]106` in firewall or cloud flow logs.
  • 2. FortiBleed: NCSC issues an urgent alert

    On 5 July 2026 the NCSC issued a global alert on a credential-harvesting campaign against internet-facing Fortinet firewalls and SSL VPN gateways, dubbed FortiBleed by researchers. SOCRadar verified a database of 86,644 working credentials from more than 80,000 FortiGate devices across 194 countries. UK entries include British embassy staff in Thailand and Mauritius, and local government workers in Derbyshire and Waltham Forest.

    Analysis by SOCRadar links FortiBleed to INC and Lynx ransomware operations, with reports of 354 confirmed intrusions and at least 12 confirmed ransomware deployments derived from stolen credentials. The attackers used brute-force, dictionary and credential-stuffing, not a novel exploit. Fortinet's own analysis attributes much of the campaign to credential reuse from earlier incidents and weak password hygiene on devices without MFA.

    NCSC's priority actions (paraphrased)

  • Check whether your domains appear in the SOCRadar or Hudson Rock FortiBleed asset checkers.
  • Look for indicators of compromise on affected devices: unauthorised account creation, unexpected activity in log files.
  • If compromised, isolate the device from the internet and internal network. Report to NCSC (UK) and consider using an assured Cyber Incident Response provider.
  • Preserve logs, configs and artefacts before wiping.
  • Factory reset the device. Credential rotation alone is not sufficient because threat actors have obtained persistence.
  • Investigate other devices that share credentials and monitor firewall logs for onward compromise.
  • When re-commissioning: latest FortiOS, unique admin passwords, MFA on all VPN and management logins, remove management interfaces from the public internet, enable PBKDF2 password hashing.
  • Additional context

    Fortinet's remediation guidance names four suspicious system accounts to look for: `forticloud`, `fortiuser`, `fortinet-support` and `fortinet-tech-support`. Upgrade to FortiOS 7.4, 7.6 or 8.0 to get PBKDF2 hashing of admin credentials, then remove legacy password settings with `set login-lockout-upon-weaker-encryption`. Reduce the attack surface by restricting management to a trusted-hosts list, a local-in policy or removing internet administration entirely.

    If you use an MSP

    Ask them today: "Are we in the SOCRadar/Hudson Rock FortiBleed dataset? What is the plan to reset every admin, local and VPN credential on our estate, and to enforce phishing-resistant MFA on all Fortinet devices?"

    3. SharePoint CVE-2026-45659: the KEV add nobody was ready for

    On 1 July 2026 CISA added CVE-2026-45659 to its Known Exploited Vulnerabilities catalog, confirming active exploitation of a deserialisation-of-untrusted-data flaw (CWE-502, CVSS 8.8) in on-premises Microsoft SharePoint Server. An attacker with only Site Member permissions can execute arbitrary code on the server over the network with no user interaction.

    Why so many orgs missed the May patch

    Microsoft inadvertently omitted CVE-2026-45659 from its 21 May 2026 Security Updates release notes and only corrected the advisory on 27 May. Organisations that reviewed May's Patch Tuesday, saw no SharePoint CVE and deprioritised the update are now the exposed cohort. Microsoft rated the flaw "Exploitation Less Likely" at ship time. That assessment has been overtaken by in-the-wild activity. CISA's KEV add is the more reliable signal.

    Affected on-prem builds (patch to at least)

  • SharePoint Server Subscription Edition: build 16.0.19725.20280 or later
  • SharePoint Server 2019: build 16.0.10417.20128 or later
  • SharePoint Enterprise Server 2016: build 16.0.5552.1002 or later
  • Check the build via SharePoint Central Administration. SharePoint Online is not affected.

    Post-patch hunt

    Because active exploitation predates many organisations' patch windows, patch alone may be insufficient if the server was previously reachable. Hunt for:

  • Unexpected child processes spawned by `w3wp.exe` (`cmd.exe`, `powershell.exe`).
  • Unauthorised `.aspx` files in SharePoint web directories.
  • Anomalous authentication activity from low-privilege Site Member accounts followed by suspicious POSTs to the SharePoint object-model / API endpoints.
  • Rotate ASP.NET machine keys to invalidate any web-shell or ViewState persistence attackers may have planted.
  • The pattern behind all three

  • JADEPUFFER: a 2025 RCE and 2021 auth bypass, chained by an LLM.
  • FortiBleed: brute force and credential reuse against devices without MFA.
  • SharePoint KEV: a patch that shipped six weeks ago, deprioritised because of a release-notes omission and a low-severity risk rating.
  • None of these are zero-days that would have surprised a well-resourced enterprise SOC. They are known, patchable exposures being exploited faster than SMEs deprioritise them. The uncomfortable trend is that AI agents are compressing the time between disclosure and mass exploitation, and lowering the skill required to run the chain.

    What UK SMEs should do this month

    Pick the items relevant to your stack and put a date next to each:

  • Fortinet estate: Run the FortiBleed asset check. If listed, follow NCSC's guidance in full (factory reset, not just credential rotation). MFA on all admin and VPN logins by end of July.
  • On-prem SharePoint: Confirm build numbers today. Apply May 2026 SharePoint updates if not yet done. Rotate ASP.NET machine keys. Hunt for web-shells before assuming clean.
  • AI orchestration servers (Langflow, LangChain, LlamaIndex, dev-only agents left running): Inventory anything internet-reachable. Upgrade, put behind auth, or take offline. Move provider API keys out of shared environments.
  • Nacos, MySQL and any managed configuration/state services: Confirm default keys have been rotated. Confirm internet exposure is intentional.
  • Vulnerability governance: Subscribe to CISA KEV and NCSC Early Warning. Treat a KEV add as the trigger for patching, not Microsoft's or the vendor's initial severity rating.
  • Incident readiness: A one-page playbook for "our on-prem app is confirmed compromised". Roles, comms, evidence capture, who calls the DPO, who talks to the insurer. Run it as a 30-minute tabletop.
  • How fractional teams help

    We run rapid triage against the three stories above, patch and harden your Fortinet, SharePoint and AI-orchestration exposures, and wire KEV-triggered patch policy into your monthly ops rhythm so July 2026's pattern does not become August's incident. If your MSP owns your firewalls, we can help you ask the right questions and validate the answers.

    Further reading

  • Sysdig — JADEPUFFER: agentic ransomware for automated database extortion: https://www.sysdig.com/blog/jadepuffer-agentic-ransomware-for-automated-database-extortion
  • NCSC — Advice following global targeting of Fortinet firewalls and VPN gateways: https://www.ncsc.gov.uk/news/advice-following-global-targeting-of-fortinet-firewalls-and-vpn-gateways
  • Fortinet PSIRT — Analysis of reported credential compromise of FortiGate devices: https://www.fortinet.com/uk/blog/psirt-blogs/analysis-of-reported-credential-compromise-of-fortigate-devices
  • CISA — Known Exploited Vulnerabilities Catalog: https://www.cisa.gov/known-exploited-vulnerabilities-catalog
  • NVD — CVE-2026-45659 (SharePoint deserialisation): https://nvd.nist.gov/vuln/detail/CVE-2026-45659
  • NCSC — Early Warning service: https://www.ncsc.gov.uk/information/early-warning-service
  • Topics Covered

    RansomwareAI SecurityFortinetSharePointVulnerability ManagementUK SME

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    Nimbul Systems Team

    Our experienced team of fractional IT specialists brings over 35 years of combined expertise in DevOps automation, cloud engineering and digital transformation.

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