Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

AI Bias Is More Dangerous Than You Think #shorts

AI bias is a real problem. Bias can enter AI systems in many ways: That’s why governments and organizations are focusing on responsible AI policies to ensure AI benefits everyone equally, not just one group. Responsible AI means reducing discrimination and ensuring fairness across all communities. Watch The Full Podcast: Link Below.

When AI Stops Assisting and Starts Acting

For decades, the service desk has operated on a simple assumption: humans must interpret every IT problem before action can be taken. A ticket is created. Teams investigate. Data is pulled from multiple tools. Eventually someone determines the root cause and decides what to do next. It works - but it's slow, reactive, and heavily manual. That assumption is starting to change. With Tanium AI agents in ServiceNow Now Assist for ITSM connected to Tanium's real-time endpoint intelligence, machines can now understand issues, analyze live telemetry, and recommend or execute remediation in seconds.

eBPF for AI Agent Enforcement: What Kernel-Level Security Catches (and What It Misses)

Your team deployed Tetragon six months ago. TracingPolicies are humming along—you’re catching unauthorized binary executions, blocking suspicious network connections, and generating seccomp profiles from observed behavior. Runtime security for your traditional workloads is solid. Then engineering ships their first autonomous AI agent into production. A LangChain agent connected to internal databases, external APIs through MCP tool runtimes, and a vector database for RAG.

Securing AI Agents on GKE: Where gVisor, Workload Identity, and VPC Service Controls Stop Working

You enable GKE Sandbox on a dedicated node pool, bind Workload Identity Federation to your AI agent pods, wrap your data services in a VPC Service Controls perimeter, and deploy your agents with the Agent Sandbox CRD using warm pools for sub-second startup. Your security posture dashboard shows every control configured and active. And then an attacker uses prompt injection to trick an agent into exfiltrating sensitive data through API calls that every single one of those layers explicitly allows.

4 Phases, 357 Crashes, 2 Bugs: What AFL++ Campaign Actually Looks Like

357 crash files. 2 real bug sites. That’s the outcome of this AFL++ campaign after roughly 8.5 billion executions across multiple harnesses, binaries, and phases. At first glance, everything looked like success. Crashes were increasing steadily. New inputs were being generated every few seconds. Coverage appeared to improve over time. From a surface-level perspective, the campaign looked productive. Then triage began.

Session on Ghost in the Machine: Attacking Non-Human Identities in the Age of AI Agents

In this eye-opening talk - DEF CON Pune (DCG-9120) held at Indira Group of Institutes, Mr. Kalpesh Hiran, VP of Technology at miniOrange, exposes the hidden dangers of Non-Human Identities (NHIs) - the API keys, service accounts, OAuth tokens, and AI agents powering your infrastructure. He spoke on organizations create 92 NHIs for every human user, Yet 97% are over-privileged, lack MFA, and linger as "orphans" post-project, fueling 80% of cloud breaches.

Securing OpenClaw Access So It Can't Go Rogue

In this video, we demonstrate how to securely grant an AI agent (OpenClaw) access to Teleport-protected Kubernetes resources using Teleport Machine Identity and tbot, without exposing secrets, API keys, or long-lived tokens. You’ll see how Teleport treats AI agents as first-class identities, enforcing strict RBAC controls so the agent can only do what it’s allowed to do, like reading logs, while being blocked from sensitive actions like deleting resources or accessing secrets.

Claude Code Auto Mode: What It Means for AI Agent Privilege Management

Anthropic’s new Claude Code Auto Mode Auto Mode is generating well-deserved attention. It introduces a classifier that sits between the developer and every tool call, reviewing each action for potentially destructive behavior before it executes. It’s a real improvement over the only previous alternative to manual approval: the –dangerously-skip-permissions flag. But the announcement is also useful for a broader reason.