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Traditional RAG retrieves documents and hopes the top-k chunks contain the answer. Agentic RAG wraps that retrieval step inside an autonomous agent that can reformulate queries, check multiple sources, grade its own results, and decide when it has enough information to respond. This post breaks down the architecture of both approaches, shows where traditional RAG fails, and maps out when the added complexity of agentic RAG is worth it.

Gemini CLI is an open-source AI agent that runs Gemini 3 models directly in your terminal, with 94,400 GitHub stars and a free tier that gives you 60 requests per minute. Google’s own SRE teams use it to diagnose outages and automate postmortems. This guide covers setup, practical use cases, the MCP integration, and how Gemini CLI stacks up against Claude Code and Codex CLI.

On November 28, 2025, Sysdig’s Threat Research Team observed an AI-assisted intrusion that achieved administrative access to an AWS environment in under 10 minutes, compromised 19 AWS principals, abused Amazon Bedrock LLMs, and attempted GPU resource hijacking. The attack chain reveals what happens when threat actors weaponize LLMs for cloud reconnaissance, privilege escalation via Lambda code injection, and lateral movement at machine speed.

Clawdbot went from zero to 60,000 GitHub stars in a weekend. Within 72 hours, security researchers found 900+ unauthenticated gateways exposed on the internet, with Anthropic API keys, Telegram tokens, and Slack secrets visible in plaintext. RedLine, Lumma, and Vidar deployed Clawdbot-specific stealer modules before most security teams knew the tool existed. This was not an exotic zero-day. It was a localhost trust assumption meeting a reverse proxy, and it turned every misconfigured instance into an open door.

Static dashboards are becoming optional. AI agents embedded in BI platforms like Power BI, ThoughtSpot, and Qlik now monitor data streams, detect anomalies, and surface insights before anyone asks. This guide covers how autonomous BI works, which platforms lead, and what the shift means for data teams.

SkillsMP indexes 3M+ SKILL.md files from GitHub but installs and checks nothing. Vercel’s skills.sh pairs a registry of 600,000+ skills with the npx skills CLI and Gen, Socket and Snyk audits. Anthropic ships skills inside Claude Code plugins through its built-in official marketplace, OpenAI runs one plugin directory for ChatGPT and Codex, and GitHub’s gh skill adds version pinning. How they differ, how to install from each, and what their security checks actually catch.

A website called RentAHuman.ai went viral in February 2026 by letting AI agents browse human profiles, assign physical tasks, and pay in stablecoins. Over 200,000 people signed up in one week. Only 83 profiles were visible, roughly 70 agents were active, and a reporter who spent two days on the platform completed zero tasks. The concept is fascinating. The execution raises every labor, security, and regulatory red flag imaginable.

Chrome 146 ships a flag-gated preview of WebMCP, a W3C standard co-authored by Google and Microsoft that lets websites expose structured, callable tools to AI agents via navigator.modelContext. Instead of scraping the DOM or interpreting screenshots, agents call registered functions with typed parameters. Early benchmarks show 67% less computational overhead and 98% task accuracy. Here is what the API looks like, what it means for browser agents, and why the web just got its agent layer.

Langflow gives developers full Python access behind a visual canvas. Dify provides a polished all-in-one experience for teams that want RAG, agents, and deployment in one package. Here is when to choose which.

OpenAI, Anthropic, and Block donated their three biggest agent standards to the Linux Foundation in December 2025. The new Agentic AI Foundation (AAIF) now governs MCP, AGENTS.md, and Goose with 49 member organizations including AWS, Google, Microsoft, and SAP. This post covers what each project does, who controls the roadmap, and what actually changes for teams building or buying agent systems.