Make every AI credit count: See, cap, and reduce agent spend

Costs multiply with every task you hand to an agent. Each task consumes tokens and credits, and as agents spread across your teams and automations, consumption can grow faster than usage. If you run the platform, you own that growth, including which teams and workflows drive it and whether the usage ships work.At GitLab Transcend, we introduced the governed software factory, our architecture for agentic software engi…

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Cisco Security Advisories

Cisco Expressway Series Security Hardening Release: October 2026

As part of Cisco's ongoing commitment to proactive security and product quality, the Cisco Expressway Series software engineering team has conducted a comprehensive internal security review. This review resulted in a software hardening release that addresses multiple internally discovered vulnerabilities. These vulnerabilities were found during internal testing and are not known to be actively exploited. To assist cu…

GitLab Blog

Extend GitLab Duo Agent Platform into your business systems

Developers mostly use GitLab Duo Agent Platform where they already work: the IDE, merge requests, and issues. But DevSecOps teams also support the business systems the rest of the company runs on, and those systems break too.In Salesforce, for example, when a validation fails, a callout times out, or a null slips through a trigger, the error gets logged, but the log doesn’t explain the cause. An engineer still has to…

GitLab Blog

Pillow CVE-2026-112900: How to find and fix it with GitLab

GitLab is not affected by CVE-2026-112900 or the other vulnerabilities fixed in Pillow 13.0.0. GitLab products do not include the Pillow library, and our Security team has found no evidence of impact to GitLab-managed infrastructure. GitLab.com, GitLab Self-Managed, and GitLab Dedicated are not impacted.Pillow is one of the most widely used image libraries in the Python ecosystem. It often sits several layers down in…

Cisco Security Advisories

Multiple Cisco Products Snort 3 Security Hardening Release: October 2026

As part of Cisco's ongoing commitment to proactive security and product quality, the Cisco owned Open Source Snort 3 Software engineering team has conducted a comprehensive internal security review. This review resulted in software hardening releases that address multiple internally discovered vulnerabilities. The vulnerabilities tracked by CVE-2026-20043 are related to issues concerning out-of-bounds writes that are…