12OCT

UNC6780 takes Cisco AI Defense source code

3 min read

10:55UTC

Google's Threat Intelligence Group named UNC6780 as the cluster that cloned more than 300 private Cisco GitHub repositories, including the source code of Cisco AI Defense, using SANDCLOCK-stolen credentials from the Trivy supply-chain compromise.

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Key takeaway

UNC6780 holds the source code of Cisco's flagship LLM-security product two months after the Google-Wiz close.

Google's Threat Intelligence Group (GTIG), the threat-research arm inside Google Cloud, named UNC6780 on Monday 11 May 2026 as the cluster behind the breach of more than 300 private Cisco GitHub repositories, including the source code of Cisco AI Defense and Cisco AI Assistant. The cluster, also tracked as TeamPCP, used the SANDCLOCK credential stealer to harvest GitHub tokens exfiltrated through the March 2026 Trivy supply-chain compromise (CVE-2026-33634). GitHub confirmed an ongoing investigation into the unauthorised access⁠¹⁠².

Cisco AI Defense is the vendor's flagship Large Language Model security product, sold to enterprises to protect AI deployments from prompt injection, model theft, and adversarial inputs. Cisco has not publicly confirmed the repository list or the scope of source-code loss; the attribution and the count of 300-plus repositories come from GTIG's published account. The timing matters: the disclosure landed two months after the $32 billion Google-Wiz close priced the LLM-security category as the largest pure-cybersecurity deal of the post-CrowdStrike era.

GTIG's blast-radius comparison places the 2020 SolarWinds Orion theft against this haul. SolarWinds touched roughly 18,000 downstream deployments on a single product line. UNC6780's haul spans AI Defense, AI Assistant, and unreleased work across Cisco's security portfolio. The product-line breadth is therefore an order of magnitude wider than the SolarWinds reference even before per-customer downstream counts are known. UNC6780 sits alongside the FIRESTARTER cluster that turned Cisco edge appliances into persistent federal footholds, now operating against the source-code supply chain rather than the deployed device.

Deep Analysis

In plain English

A hacking group stole the source code of Cisco's security software by first breaking into the scanning tool that Cisco's own developers use to check their code for problems, which handed over the passwords needed to access Cisco's private code libraries.

Deep Analysis

Root Causes

Trivy's role as a universal container-security scanner means it holds CI/CD credentials for the pipelines it audits. A single supply-chain compromise of the scanner yields credential access to every pipeline that trusts it, a structural concentration risk that neither Cisco nor the broader industry had treated as a primary threat surface before CVE-2026-33634.

UNC6780's SANDCLOCK tooling was already in circulation from prior TeamPCP campaigns against SAP npm packages; the March 2026 Trivy CVE gave the cluster a repeatable credential-harvest path into targets that had hardened their own developer endpoints but not their scanner dependencies.

Source Landscape

This story draws on neutral-leaning sources

Primary parallel: The December 2020 SolarWinds SUNBURST operation, where UNC2452 compromised the Orion build pipeline and shipped a backdoored update to roughly 18,000 organisations. The structural mechanism matches: rather than attacking the end product, the actor seeded the tooling that built or audited it. SANDCLOCK's Trivy pivot follows the same upstream-injection logic.

Counter-parallel: Lapsus$'s March 2022 theft of Microsoft Bing and Cortana source code via a compromised contractor credential produced no known weaponised variant and had limited operational fallout. Large source-code hauls do not automatically translate into exploit capability, particularly for products where the detection logic runs on cloud infrastructure the attacker cannot access.

Consensus view: Google's Threat Intelligence Group and Mandiant assess that UNC6780's Trivy supply-chain pivot represents a maturation of TeamPCP operations: rather than targeting individual developer credentials, the cluster compromised the scanner tooling used to audit those credentials, achieving a second-order credential harvest across Cisco's entire CI pipeline.

Counter-view: Cisco has not publicly confirmed the full repository list or the volume of source-code loss, and the 300-plus figure comes from GTIG's own account rather than Cisco's disclosure. Security researchers at Aqua Security, who maintain Trivy, have not published their own scope assessment; the blast radius remains GTIG-attested rather than vendor-confirmed.

Key tension: Whether the source-code theft materially accelerates adversary capability against Cisco AI Defense deployments depends on how closely the product's on-premises detection logic mirrors its cloud-hosted equivalent, which Cisco has not disclosed.

First Reported In

Update #4 · AI joins the breach column on both sides

Google Threat Intelligence Group· 20 May 2026

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Causes and effects

This Event

UNC6780 takes Cisco AI Defense source code

Cisco's flagship LLM-security product is now in attacker hands as source code. The breach gives a financially motivated cluster the internal architecture of the defensive portfolio a $32bn AI-security M&A market is built on.

Led to

Google closes $32bn Wiz deal; 38 M&A

UNC6780's theft of Cisco AI Defense source code validates the AI-security market risk that the Google-Wiz $32bn close was pricing, shifting diligence from hypothetical to named incident.

Occurred 1 Mar 2026

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FIRESTARTER implant survives every Cisco firewall patch

The Cisco AI Defense source-code theft by UNC6780 escalates the FIRESTARTER-era picture of Cisco network-edge exposure into the AI-security product stack itself.

Occurred 24 Apr 2026

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GitHub's own code cloned via add-on

UNC6780 escalated from cloning 300+ Cisco repositories to breaching GitHub's own internal estate, climbing the supply chain from a vendor's source to the registry operator itself.

Occurred 18 May 2026

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Attack worm kit now open-sourced freely

UNC6780's 300-plus Cisco repository clone via SANDCLOCK credentials is the prior operation in the same cluster's arc; the Shai-Hulud open-source release commoditises the techniques developed in that campaign.

Occurred 3 Jun 2026

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Different Perspectives

ENISA

ENISA's 22 September threat report found only 23.8 per cent of NoName057(16)'s assessed claims were confirmed by independent availability checks, though the group produced 48 per cent of ideology-driven activity. The agency's numbers show public administration taking 31.8 per cent of attacks, mostly ideological DDoS.

LKA Hamburg

Hamburg's State Criminal Police Office led the operation that took the KillSec leak site on 30 September, with ten countries, Europol and Eurojust. Investigators link the group to around 1,000 suspected attacks, at least 70 in Germany, and the seizure blocks access to at least 110 terabytes of victims' data.

ASOS

ASOS said an unauthorised party reached names and contact details on third-party platforms after obtaining an employee's credentials by impersonating a trusted contact. It said it does not believe payment cards or account passwords were affected, and is investigating.

Check Point

Check Point updated its advisory on 20 September to say its 9.8-rated VPN certificate flaw had been exploited on Spark firewalls since 12 September, five days after the advisory first appeared, and shipped fixes including R81.20 Take 166. It told customers using only pre-shared-key VPN communities they were not exposed.

Japan's National Police Agency

Japan's National Police Agency and National Cybersecurity Office signed advisory AA26-281A and published it on 9 October, naming SoftEther VPN, MicroScan and office-cli and indicators detected since January 2016. Tokyo says the evidence comes from several FBI criminal investigations and that it will deepen cooperation with allies.

CISA

CISA gave federal agencies three days to fix five flaws from 2015 to 2023 on the day the China advisory named Integrity Technology Group, and set the same clock on 34 of 43 September listings. It treats a named state-linked operation as reason enough to patch old software within the week.