Blog
Research, tutorials, and insights on Kubernetes, CI/CD, and cloud security
Agentic AI Deals: M&A, Acquisitions, and VC Funding (July 24-31, 2026)
Anthropic advances toward an October IPO with secondary markets implying a valuation above 1 trillion dollars on annualized revenue past 44 billion dollars, Moonshot AI closes 3.5 billion dollars at a 35 billion valuation on Kimi K3, NVIDIA weighs a 250 billion dollar guarantee inside a 750 billion dollar OpenAI data center package, Cognition acquires Poke while Midjourney and World Labs also buy, Helsing raises 1.8 billion dollars for defense AI, Nous Research raises at a 1.5 billion valuation, and cybersecurity consolidation continues as Palo Alto Networks closes CyberArk and hyperscalers commit roughly 700 billion dollars in 2026 AI capex.
AI Jobs Radar: Workforce Trends, Emerging Roles, and Skills Demand (July 30, 2026)
2026 tech layoffs reach 205,832 workers across 322 events with July cuts up 48 percent over June and roughly 102,000 job losses attributed to AI, Microsoft cuts 4,800 roles while Amazon confirms 16,000 corporate cuts and Salesforce trims under 1,000 tied to Agentforce, AI Chips and semiconductor drives 39 percent of July losses, prompt engineering titles collapse into AI engineer roles that pay 110,000 to 250,000 dollars and reach 500,000 to 1.2 million at top labs, and 38 percent of layoff events involve companies simultaneously hiring for AI, confirming a bifurcated labor market where traditional roles are eliminated as AI-native roles command a premium.
AI Security Roundup: LLM, MCP, RAG, and Agentic Vulnerabilities (July 30, 2026)
LiteLLM CVE-2026-42271 command injection at CVSS 8.7 chains with Starlette BadHost CVE-2026-48710 to reach CVSS 10.0 unauthenticated RCE and lands on the CISA KEV catalog, Tenet Security details agentjacking against 2,388 Sentry DSN-exposed organizations with 85 percent success across Claude Code, Cursor, and OpenAI Codex CLI, the MCP 2026-07-28 spec makes OAuth 2.1 mandatory while retiring stateful sessions, Microsoft documents prompt-to-shell RCE in AI agent frameworks, prompt injection holds the OWASP LLM01 top slot with 50 to 84 percent attack success, and ServiceNow, Palo Alto Networks, Check Point, Fortinet, and CrowdStrike race to turn the AI gateway into both control plane and prime target.
Agentic AI this week (July 24 - July 31, 2026)
MCP 2026-07-28 ships as the final stateless specification with OAuth 2.1 mandatory and a 12-month deprecation window, Anthropic launches Claude Opus 5 at 5 and 25 dollars per million tokens plus a multi-year AMD compute pact, OpenAI opens GPT-5.6 Sol/Terra/Luna to general availability after a customer-by-customer US government review, Google broadens Gemini 3.5 Flash, xAI ships Grok 4.5 and Meta returns with Muse Spark 1.1, Fortinet expands FortiEndpoint for the AI era and unveils Security Processor 6 with Intel, ServiceNow extends AI Control Tower and its AI Gateway to any system with one-toggle PII blocking, Palo Alto Networks runs Prisma AIRS AI Gateway in GA, Check Point pairs its AI Defense Plane with Google Agent Gateway, and Anthropic moves toward an October IPO with secondary markets implying a valuation above 1 trillion dollars.
When a Camera Becomes a Tool
A $60 edge vision device with an unauthenticated MCP server is not just a camera. In an agentic environment, it is a remotely callable perception tool. And that changes everything.
Why Agent Roles Should Be Separated in AI Systems
Context shapes reasoning. An agent that reads security research may absorb its framing and logic, influencing how it plans and acts. That is why role separation is becoming a security pattern for agentic AI.
MCP Composition Scanner: Detecting Emergent Security Risks in Multi-Server Agent Ecosystems
Introducing the first cross-server MCP capability composition analyzer - detecting risks invisible to individual server reviews when frontier models chain tools across server boundaries
The WAF Is Dead. Long Live… What Exactly?
Why the Web Application Firewall model is failing the modern application landscape, and what security leaders should be rethinking
Kubernetes Gateway API Tutorial
A complete hands-on guide to deploying the Kubernetes Gateway API with Envoy Gateway on a local KIND cluster using Cilium CNI
From LLM Playground To Enterprise Control Plane
Why AI Gateways, MCP Registries and Kubernetes Are Becoming The Agentic Foundation
The Agentic AI Inflection Point
A simple Google ADK Penetration Testing Agent using Sequential Thinking and MCP
The Capability Delta: When AI Agents Outgrow Their Sandboxes
Exploring the hidden gap between an agent's declared tool set and its effective real-world power once reasoning, chaining, and environment access come into play
Exploiting applications using liveness probes in Kubernetes
Security implications of Kubernetes liveness, readiness and startup probes
How to TCPdump using ephemeral containers in Kubernetes (part 3)
Using ephemeral debug containers to run tcpdump without restarting pods
How to TCPdump effectively in Kubernetes (part 2)
Using hostNetwork pods to capture traffic on Kubernetes nodes without SSH access
How to TCPdump effectively in Kubernetes (part 1)
Using kubectl patch to add a tcpdump sidecar container to existing deployments
How to TCPdump effectively in Docker
Learn how to capture network traffic from Docker containers using TCPdump by linking to container network stacks