Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Can Existing CNAPPs Secure AI Agents in Cloud Environments? Where Each Domain Stops

A CNAPP isn’t a single instrument. It bundles five separately-instrumented security domains — CSPM, CWPP, CIEM, CDR, and a fifth add-on module marketed as AI security — each watching a different observation point. So when leadership asks whether your CNAPP can secure the AI agents your team has shipped, you don’t get one answer. You get five.

7 Best AI Code Security Platforms for 2026

AI changed software development faster than most security programs could realistically adapt. Engineering teams are now generating code with AI assistants, deploying infrastructure through automation, creating APIs dynamically, and operating development environments where software changes happen continuously throughout the day. Development velocity increased dramatically, but the security complexity surrounding that software increased just as quickly.

Deploying AI Agents to Production Kubernetes: A Security Checklist for Platform Teams

Your platform team already runs a production-readiness review on every workload that ships to Kubernetes. When the workload is an AI agent, the PRR doesn’t get thrown out — it gets a delta. Most of the items still apply; specific ones need extension when the workload is non-deterministic, calls tools dynamically, and exercises identity at runtime in ways the manifest didn’t predict.

How to Threat Model AI Agents in Kubernetes: A Practical Framework

Most threat modeling assumes the attacker has to break something. AI agents change that assumption. An attacker who controls a prompt can make the agent misbehave without breaking anything at all. The prompt can be a customer support ticket the agent reads, a document it retrieves, or a tool response it processes — any input the agent treats as context is an attack surface. On Kubernetes, that attack surface has physical form.

Analyze SMS phishing with an AI agent in Tines

Automate SMS phishing triage with AI — employees upload a screenshot, and Tines handles the rest in under 5 minutes. When employees forward suspicious texts, security teams still have to manually review screenshots, extract indicators, and route cases. This Five Minute Flow shows how to automate the entire process using the Tines AI action with Claude Sonnet — from employee submission to SOC case creation, IOC enrichment, and escalation when multiple employees report the same threat.

Is anything about AI worth the hype?

Dr. Adeel Shaikh Muhammad argues that when it comes to AI in the SOC, alert prioritization, anomaly detection, and SOC efficiency are where the real value is. The rest is mostly noise. On The Cybersecurity Defenders Podcast, the cybersecurity strategist and three-time author draws a clear line between where AI delivers and where the industry has oversold it. Full autonomous SOCs, perfect attack prediction, and replacing human analysts all fall on the hype side. AI narrows focus and accelerates decisions, but the final call still belongs to humans.

Salt Cloud Connect for Github

Your developers are shipping agents, MCP servers, and APIs faster than security can see them. GitHub Connect changes that. Salt scans your repositories and surfaces every agent, MCP server, and API hiding in your codebase, then maps them into the Agentic Security Graph. You see the agentic infrastructure forming in code, before it ever reaches production. No more waiting for runtime to find out what shipped. No more blind spots between dev and prod. Govern what's being built from day one.

Measuring AI-Enabled Success: 3 KPIs Leaders Should Track

AI represents a fundamental shift in how organizations work and innovate. It demands an equally fundamental shift in how technology leaders approach governance. Forward-looking leaders are moving beyond traditional gatekeeping by creating "paved roads": secure, pre-approved pathways that embed security controls, automated data protections, and real-time monitoring directly into AI workflows so teams can innovate rapidly within safe boundaries.