Expert perspectives on application security, compliance, and emerging threats
GuidesThe EU Cyber Resilience Act (CRA) imposes a five-year vulnerability management obligation on manufacturers using open source components in their products. If your team builds commercial software with
GuidesAI is already writing code in your environment. The real question is: who verifies it when your junior developer uses Copilot, your contractor deploys Claude-generated infrastructure scripts, or your
GuidesYour AI infrastructure likely uses RSA-2048 or ECDSA P-256 for authentication and encryption. Both will become vulnerable when large-scale quantum computers arrive. The timeline is uncertain, but the
GuidesLast week, three different Slack threads raised similar concerns. A developer questioned if ChatGPT was a sanctioned tool. An engineer wondered if copying code into Claude breached data handling polic
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GuidesYou ve probably heard the pitch: Use this managed service and everything gets easier. Then you find out the abstraction layer hides critical configuration options, disrupts your existing workflows, or
GuidesIf you re still emailing spreadsheets of dependencies to auditors or running manual SBOM scans before each release, you re wasting valuable engineering time that could be used for shipping features. T
GuidesYour developers are using ChatGPT to debug code. Marketing is running campaign copy through Claude. Support is testing AI chatbots you didn t approve. According to Gartner analyst Andrew Walls, every
GuidesThe Problem Your open-source dependencies are maintained by volunteers who now spend 12 times longer reviewing AI-generated pull requests than it takes to generate them. That s not a productivity gain
GuidesThree months ago, a security engineer asked me: Do I need to treat our code generation bot the same way I treat service accounts? Last month, a compliance manager wanted to know if AI agents count tow
GuidesThe question at hand Your organization relies on thousands of API keys, service accounts, OAuth tokens, and machine credentials. Every CI/CD pipeline, microservice, and monitoring agent needs credenti
GuidesThe conventional wisdom says you need more staging environments to handle AI-generated code. When your CI/CD pipeline slows down because AI agents are producing 10 times the code volume, the instinct
GuidesYour autonomous coding agents don t read your CONTRIBUTING.md file. They don t check your pull request template. They don t follow your branch naming conventions. A study from Peking University tested
GuidesThe EU Cyber Resilience Act (CRA) reporting deadline is September 2026, with full compliance required by December 2027. That might seem far off until you consider the work involved: supply chain attes
GuidesYou re running penetration tests quarterly, but your developers ship code daily. That gap is where vulnerabilities live. Continuous offensive security (COS) uses recurring and event-driven testing to
GuidesIf your organization is deploying AI models through APIs, you re managing two attack surfaces: the AI model itself and the API layer that exposes it. While most teams focus on model security, their AP
GuidesYour development team just deployed an AI agent that automates customer support ticket routing. The agent uses a dozen custom skills, Python scripts that query databases, call APIs, and process user d
