Robotti’s 2026 AppSec Report Forecasts LLM, Supply-Chain and Cloud-Native Risks

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Summary

Robotti’s 2026 AppSec report forecasts risks from LLM applications, software supply-chain compromise, cloud-native misconfiguration and APIs, and recommends secure-by-design governance, integrated testing and automated defenses.

Key points

  • The report highlights prompt injection, sensitive information disclosure, data and model poisoning, and excessive agency as key LLM application risks, with high-level mitigation approaches.
  • It says F5 confirmed persistent access by a nation-state actor in 2025 and theft of BIG-IP source code and information about undisclosed vulnerabilities.
  • The report says the Crimson Collective breached an internal Red Hat GitLab instance and exfiltrated 570GB from more than 28,000 repositories; the group claimed harvested credentials were used to pivot into customer infrastructure.
  • It identifies cloud-native misconfiguration, excessive permissions, CI/CD weaknesses and insecure secrets as significant application-security risks.
  • API risks discussed include broken object-level and function-level authorization, excessive data exposure, and resource abuse that can cause denial of service.
  • Recommendations include adopting application security posture management, embedding security controls in development pipelines, and using runtime protection and AI-assisted testing.

Article Details

Publisher
Robotti
Report Period
2026
Scope
Application security risks and secure-by-design strategies, focusing on LLM applications, software supply chains, and cloud-native and API security.
Key Statistics
  • The report cites a forecast that 50% of C-level executives will have cybersecurity risk performance metrics tied to their employment contracts by 2026.
  • Gartner forecasts that 60% of organizations will use demonstrable cybersecurity risk posture as a key factor in selecting third-party partners and vendors by the end of 2025.
  • The report says more than 266,000 F5 BIG-IP instances were exposed online and that the incident threatened more than 600,000 internet-connected devices globally.
  • The Red Hat GitLab breach reportedly involved 570GB of data from more than 28,000 repositories.
  • The WEF reported that 35% of smaller organizations still had insufficient cyber resilience in 2024.
Recommendations
  • Train teams in AI/LLM security and implement specialized protections, especially for prompt injection and excessive agency.
  • Move from siloed scanning to unified Application Security Posture Management (ASPM) for code-to-cloud visibility.
  • Integrate AI into testing, triage, and response, and deploy Runtime Application Self Protection (RASP).
  • Embed secure-development metrics and compliance controls into Internal Development Platforms and verify them as code.

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