CI/CD

How Should You Containerize LLMs for Production?
Software Development How Should You Containerize LLMs for Production?

Deploying a twenty-gigabyte Large Language Model into a high-traffic production cluster without a specialized strategy is like trying to fuel a commercial jet engine with a standard garden hose. Modern Large Language Models (LLMs) have moved from research labs into the heart of enterprise

Blacksmith Valuation Hits $550 Million as AI Code Testing Surges
DevOps & Deployment Blacksmith Valuation Hits $550 Million as AI Code Testing Surges

Engineering teams are currently facing an unprecedented inundation of machine-generated pull requests that traditional manual workflows were never designed to handle effectively. This technological bottleneck has paved the way for the meteoric rise of Blacksmith, a Y Combinator-backed startup that

How Does TeamPCP Exploit CI/CD Pipelines and Identities?
Testing & Security How Does TeamPCP Exploit CI/CD Pipelines and Identities?

The digital perimeter of modern enterprise environments has shifted from the traditional physical firewall to the ethereal boundaries of the CI/CD pipeline, where identity has become the most vulnerable and valuable currency for sophisticated threat actors. TeamPCP successfully transitioned from

LiteLLM and Trivy Breach Exposes Major Global Enterprises
Testing & Security LiteLLM and Trivy Breach Exposes Major Global Enterprises

Cisco’s internal secret management infrastructure was probed by attackers who successfully obtained a Conjur API key through a compromised development runner. This revelation highlights the growing sophistication of supply chain attacks that exploit the very tools designed to secure and streamline

The Evolution From DevOps to Internal Developer Platforms
DevOps & Deployment The Evolution From DevOps to Internal Developer Platforms

Internal Developer Platforms sit on top of existing tech stacks like AWS and Azure to provide a single pane of glass for managing multi-cluster deployments. This fundamental shift marks a departure from the days when DevOps was viewed primarily as a cultural shift or a set of shared

Building an Effective Multi-Agent AI Code Reviewer
DevOps & Deployment Building an Effective Multi-Agent AI Code Reviewer

The relentless pressure to deliver software features at high velocity has pushed traditional manual code reviews to a breaking point, creating a systemic bottleneck that often forces teams to choose between deployment speed and long-term code quality. Synchronizing findings from multiple parallel

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