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AI Deep Dive Part 1: The History of AI

Arete Analysis

Cyber Threats

Artificial intelligence (AI) is a subset of computer science that focuses on creating systems that can replicate human intelligence and problem-solving capabilities. This is accomplished by feeding large amounts of data into machine learning models (MLMs) and processing the data. The result is technology that can simulate human learning, comprehension, problem-solving, decision-making, creativity, and autonomy.

While often seen as new, cutting-edge technology, AI has been around far longer than most would think. While the concept of AI goes back to ancient philosophers theorizing on life and death, AI as we know it began in the early 1900s. The conception of what AI is began to be portrayed in science fiction by various authors and artists throughout the early 1900s prior to what is commonly known as “the birth of AI.”

AI Through the Ages

  • The Birth of AI: 1950 – 1956

Computer scientists such as Alan Turing, Arthur Samuel, and John McCarthy set the stage for the beginning of AI. Turing published “Computer Machinery and Intelligence,” which annotated a test of machine intelligence called the Imitation Game. Turing theorized that any machine able to fool a human judge would be classified as artificial intelligence.

  • AI Maturation: 1957 – 1979

The next twenty years showed little growth for AI at a technical level. While the concept of AI became popular in pop culture, funding-backed research was minimal during this period. However, that is not to say that strides towards what AI is today were not made. The first programming languages were created, paving the way for future development. The first AI chatbot was created, which adopted a new approach to AI that we now call deep learning, and the first examples of an autonomous vehicle were created.

  • AI Boom: 1980 – 1987

During the seven-year period known as the AI boom, government funding and associated research significantly increased. The first Association for the Advancement of Artificial Intelligence (AAAI) conference was held at Sanford, and the first driverless car demonstrated its ability to drive up to 55 mph on empty roads.

  • AI Winter: 1987 – 1993

Overall, funding and interest in AI decreased during this period, leading to fewer advancements in the technology than in years prior.

  • AI agents: 1993 – 2011

Despite the initial lack of investment in AI, the technology as a whole significantly increased its capabilities during this time period. Most notably, this is when AI began being integrated into people’s daily lives with items such as the Roomba and the release of Apple’s virtual assistant, Siri.

  • Early Generative Artificial Intelligence: 2012 – Present

This brings us up to the current state of AI. The last decade has shown impressive leaps in AI’s ability to aid humans in day-to-day functions. This is also accompanied by enormous data collection from well-known companies that are able to train their AI models, which has led to the release of consumer-facing AI models such as ChatGPT, Copilot, and more.

Conclusion

AI as a whole is a fast-changing, fluid concept. Organizations regularly unveil new capabilities and breakthroughs. This was especially evident in the recent unveiling of Deepseek and the subsequent data privacy concerns. In a single day, this overturned the sector in one fell swoop. AI will likely remain a constantly changing field in the near term.

What’s Next?

Part 2 of Arete’s AI Deep Dive will examine the risks and benefits of organizations adopting AI into their business models

Sources

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FortiBleed Campaign Remains Active

The FBI and Secret Service recently warned that the FortiBleed credential-harvesting campaign remains an active threat targeting internet-facing Fortinet FortiGate firewalls and secure socket layer (SSL) virtual private network (VPN) gateways. The agencies report that attackers continue to scan internet-exposed Fortinet firewalls using previously obtained credentials. This has reinforced assessments made by other security researchers, who have stated that “FortiBleed should be treated as an active access operation, not as a one-time credential leak.” 

What’s Notable and Unique

  • FortiBleed, active since February 2026, begins with widespread reconnaissance to identify internet-facing FortiGate firewalls and SSL-VPN services. Once potential targets are identified, operators attempt to gain initial access through credential stuffing, password spraying, and dictionary attacks using previously compromised credentials. 


  • Following successful access, the attackers deploy the Go-based FortigateSniffer tool on compromised appliances. The tool leverages native FortiOS diagnostic functionality to passively intercept authentication traffic across 24 protocols, enabling the collection of cleartext credentials and password hashes passing through the device.


  • Successfully recovered credentials are reused to expand access, including Active Directory enumeration, Kerberos validation, SMB authentication, and network share discovery, enabling threat actors to move deeper into the victim environment. 


  • Reporting indicates that initial access brokers (IABs) leveraging the FortiBleed attack chain have facilitated access for downstream ransomware operations, including the INC Ransom/Lynx and Payload ransomware groups. This aligns with Arete’s observations of ransomware groups, including INC, Qilin, and DragonForce, targeting Fortinet FortiGate and VPN infrastructure as an initial access vector.

Remediation

Organizations should restrict internet-facing FortiGate management interfaces, rotate administrative and VPN credentials, review local and privileged accounts, and enforce MFA for remote access. If a potential compromise is detected, organizations should isolate affected systems, conduct threat hunting to determine the scope and identify compromised accounts and devices, and preserve relevant logs and artifacts. Organizations should also report the incident to appropriate authorities and implement targeted eviction measures based on identified threat actor activity.

Analyst Comments

FortiBleed represents an ongoing access-enablement threat, rather than a one-time credential exposure. The campaign’s ability to harvest, validate, and reuse credentials can provide sustained access to victim environments and create opportunities for downstream ransomware activity. Organizations with suspected FortiGate exposure should treat the activity as a potential active compromise and investigate for persistent access, compromised accounts, and lateral movement. 

Sources

  • FortiBleed Operations Continue Targeting Exposed Systems Leading to Reports of Lockouts

  • FBI Warns FortiBleed Remains Active After Amassing 86,644 Fortinet Device Credentials

Article

Threat Actors Exploiting Critical FortiMail Zero-Day Vulnerability

Fortinet has disclosed a critical vulnerability in FortiMail, tracked as CVE-2026-104286, that is currently being exploited as a zero-day in the wild. The flaw, which carries a Critical CVSS score of 9.8, affects the FortiMail management interface and can allow unauthenticated attackers to write arbitrary files to affected systems, potentially leading to unauthorized code execution and full system compromise. Fortinet has confirmed active exploitation and urged customers to implement mitigations immediately while awaiting security updates.

What’s Notable and Unique

  • The vulnerability stems from improper restriction of file paths combined with improper neutralization of NULL byte characters. An unauthenticated attacker can exploit the flaw via specially crafted HTTP or HTTPS requests to write arbitrary files on the underlying operating system.

  • Organizations running FortiMail 7.2 can remediate the vulnerability by upgrading to 7.4 or newer. For customers using affected FortiMail 7.4, 7.6, and 8.0 versions, fixes have not yet been released. However, Fortinet has confirmed that the issue will be addressed in the upcoming 7.4.9, 7.6.7, and 8.0.2 releases.

  • Until the patched versions become available, Fortinet recommends mitigating risk by disabling the Identity-Based Encryption (IBE) feature. As an additional safeguard, administrators should restrict access to the FortiMail management interface, either by removing internet exposure altogether or limiting access to trusted internal networks only. The advisory also includes log entries that administrators can use to identify potentially compromised appliances.

  • The U.S. Cybersecurity and Infrastructure Security Agency (CISA) has added CVE-2026-104286 to its Known Exploited Vulnerabilities (KEV) catalog and directed federal agencies to perform forensic triage and mitigation by October 4th.

Analyst Comments

Impacted organizations should review their FortiMail instances to ensure there are no unauthorized logins, examine device settings, evaluate all configurations as potentially compromised, and carry out the necessary recovery procedures. Defenders should immediately implement Fortinet's recommended mitigations, review systems for IOC matches, and prepare to deploy the forthcoming security updates as soon as they become available. It is strongly advised that all enterprises assess their setups to reduce risk, as protecting publicly accessible management interfaces is a fundamental security best practice.

Sources

  • Improper limitation of a pathname to a restricted directory

Article

Ransomware Trends & Data Insights: September 2026

The Akira ransomware group re-emerged as the most active ransomware threat observed by Arete in September. Overall activity remained relatively distributed among multiple threat groups, with 29 unique groups observed throughout the month. Alongside Akira, INC Ransom and the relatively new Storm group were among the three most active threat actors observed in September. Several new threat groups also emerged during the month, including Hades Team, Shiba, and Vortex (which is suspected to be part of the cluster of threat actors affiliated with the former BlackFile group).

Throughout the month, analysts at Arete identified several trends behind the threat actors perpetrating cybercrime activities: 

  •   In September 2026, the ShinyHunters threat group escalated its extortion activity by publicly targeting both the Clop ransomware group and the FBI. The group claimed to have breached and defaced Clop’s infrastructure, demanding an eight-figure ransom, while separately alleging the theft of sensitive FBI-related data and demanding the retraction of statements made in a prior public advisory. In both incidents, ShinyHunters employed similar pressure tactics, including website defacements, repeated public postings, and threats of data disclosure. 

  • ClickFix attacks remained prevalent in September 2026, with ransomware groups including Qilin, Helix, and The Gentlemen leveraging ClickFix lures to facilitate PowerShell-based payload execution and initial access. The technique continues to evolve, combining social engineering with legitimate tools and services to enable compromise and evade detection. 

  • September 2026 saw continued activity from the former BlackFile extortion ecosystem. BlackFile, a data theft and extortion operation active since at least October 2025, rebranded as Redact in May 2026, and since appears to have broken off into several affiliated brands, including Pink, Helix, Falcon, Cinder, and potentially Vortex. During September, some affiliates publicly disputed these associations and claimed to operate independently. However, the coordinated timing, messaging, and near-identical nature of these statements support the assessment that these groups remain part of a broader interconnected ecosystem operating under shared objectives or coordination.

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Attack Patterns in Settra Incidents

Recent Settra ransomware incidents demonstrate a consistent operational pattern involving compromised credentials, VPN access, and the deployment of ransomware executables tailored to victim environments. Researchers have observed Settra naming ransomware executables after the targeted organization's domain while following similar attack sequences across multiple intrusions. Arete has also identified overlapping tactics, techniques, and tools in Settra engagements observed from June to August, including the use of MeshAgent for remote access and Bring Your Own Vulnerable Driver (BYOVD) techniques to weaken endpoint security controls. 

What’s Notable and Unique 

  • Settra operators have been observed naming ransomware executables after the victim organization's domain, creating a direct association between the payload and the targeted environment.

  • Initial access vectors have included targeting exposed VPN infrastructure and the use of compromised credentials, reducing the need for traditional exploitation of vulnerabilities.

  • Arete observed MeshAgent in multiple Settra engagements, which provides threat actors with a mechanism for remote access and continued activity within compromised environments.

  • Settra engagements have also included Bring Your Own Vulnerable Driver (BYOVD) activity, which can be used to bypass or impair security controls by abusing legitimate but vulnerable drivers.

Analyst Comments

Recent Settra activity demonstrates how ransomware operators can combine credential-based access, remote management tooling, and security control evasion techniques to establish and maintain access before ransomware deployment. The repeated use of similar tools and operational patterns across incidents provides useful detection opportunities for defenders. Organizations should closely monitor VPN authentication activity, unusual use of compromised credentials, unexpected MeshAgent deployment, ransomware executables with victim-specific naming conventions, and suspicious driver activity associated with attempts to disable or bypass endpoint security controls.

Arete’s MDR practice detects Settra’s full attack chain, with special attention to the staging of BYOVD activity for defense evasion. However, for us to detect it, SentinelOne needs to be fully deployed across an environment. To support organizations with full deployment, Arete offers SentinelOne Deployment Assistance. This service is designed to ensure that SentinelOne is deployed across all eligible endpoints, eliminating coverage gaps that could otherwise expose the organization to ransomware, malware, credential theft, and other advanced threats. Through endpoint discovery, inventory reconciliation, and deployment assistance, Arete helps organizations achieve comprehensive protection and maximize the effectiveness of their SentinelOne investment. Contact clientcares@areteir.com to learn more.

Sources

  • Ready, Settra, Go: New Settra Ransomware Variant Deploys MeshAgent RMM