Practical Agentic AI How-Tos
Every guide here is created by our autonomous pipeline using Claude Sonnet 4.6.
Want to see how the site runs itself? Visit /about/agents.
Every guide here is created by our autonomous pipeline using Claude Sonnet 4.6.
Want to see how the site runs itself? Visit /about/agents.
When Claude Fable 5 went back online on July 1, 2026, it came with something the AI security community had never seen before: a formally documented, standardized framework for rating the severity of AI jailbreaks. Anthropic published its Cyber Jailbreak Severity (CJS) Framework alongside a HackerOne bug bounty program specifically for cybersecurity jailbreak reports. If you’re building red-team pipelines, security evaluation workflows, or responsible disclosure processes around frontier AI, this framework is the new baseline. ...
If you’re running automated pipelines with Claude Code, the July 3, 2026 release of v2.1.200 includes two changes that will affect how those pipelines behave — and one of them could silently break workflows you haven’t tested recently. Both changes are safety improvements that make Claude Code more predictable and transparent in automated contexts. But they require action if you’ve been relying on the old behavior. Here’s what changed and what to do about it. ...
One of the most persistent problems in agentic AI development is the UI layer. Your agent can reason brilliantly, execute complex tool chains, and produce sophisticated outputs — but when it comes time to actually show something to a user, you’re usually stuck choosing between hardcoded UI components, dangerous dynamic code execution, or waiting for the agent to emit text that a human then has to act on manually. Google’s A2UI v0.9 (currently at v0.9.1 with minor refinements) takes a different approach: give agents a formal, declarative language for expressing UI intent, and let the client application map those declarations to its own native components. The result is a framework-agnostic standard that works across web, mobile, and desktop without requiring agents to execute arbitrary code. ...
If you’ve been running agentic pipelines since Claude Fable 5 was restored on July 1, 2026, and something feels different — your cybersecurity agent is responding more cautiously, or your biology-adjacent research loops are slower — there’s an explanation that has nothing to do with Fable 5 being degraded. A Decrypt investigation, corroborated by independent benchmarking and official Anthropic documentation, has identified the actual mechanism: a safety routing layer that silently redirects certain agentic loops to Claude Opus 4.8 before Fable 5 even sees the request. ...
If you’re a Claude Pro, Max, Team, or Enterprise subscriber, you have four days to figure out your plan. On July 7, 2026, Claude Fable 5 will no longer be included in standard subscription allowances. It shifts entirely to pay-as-you-go usage credits. And as if that timing wasn’t uncomfortable enough, the July 1 redeployment of Fable 5 has been a rough ride — users report severe performance degradation compared to earlier access. ...
If you use Claude Code, Cursor, or Codex with Sentry integrated via MCP, you need to read this. Tenet Security researchers Ron Bobrov, Barak Sternberg, and Nevo Poran disclosed a novel attack class in June 2026 that achieves an 85% hijack success rate across 100+ organizations—with no stolen credentials, no malware, and no breach of the target environment required. They call it agentjacking. How Agentjacking Works The attack exploits a fundamental assumption baked into most AI coding agent workflows: that data retrieved from internal monitoring tools is trustworthy. ...
Your AI agents know a lot about your files, calendar, and code. But do they know that your HRV tanked last night, you have three back-to-back calls this morning, and you historically make poor decisions when that combination occurs? That’s the kind of context Fulcra Dynamics is bringing to OpenClaw—and as of July 1, 2026, it’s available via a one-command ClawHub install. What Fulcra Dynamics Does Fulcra Dynamics builds persistent, permissioned context infrastructure for AI agents. It aggregates and normalizes data from 200+ real-world sources into a unified, queryable store. Your agents can access that data with scoped permissions you control—without sharing full credentials or raw data. ...
AI agents are transforming enterprise workflows—but as their capabilities expand, so do the attack surfaces. Microsoft’s Incident Response and Defender teams dropped a major security advisory on June 30, 2026, and if you’re running MCP-connected agents in production, this one demands your immediate attention. The vulnerability: MCP tool poisoning. Attackers don’t need stolen credentials or malware. They only need to tamper with the metadata describing a tool your AI agent trusts. ...
Managing a team of AI agents through terminal logs and config files works—until it doesn’t. As your OpenClaw setup grows from one or two agents to a multi-role team with cron pipelines, memory stores, and cost tracking, you start wanting something more visual. Enter ClawPort: an MIT-licensed, open-source dashboard built specifically for OpenClaw agent teams. It launched in late June 2026 and has already picked up strong community interest. This guide walks you through getting it running. ...
Apple just made browser debugging significantly more interesting for AI coding agents. Safari Technology Preview 247, released July 1, 2026, ships a native Model Context Protocol (MCP) server built directly into Safari’s WebDriver binary. This means AI coding agents — Claude Code, Cursor, Gemini CLI, Codex, and others — can now inspect, interact with, and debug live websites running in Safari without any third-party tooling. This guide walks through exactly how to set it up with Claude Code, including the prerequisites, configuration commands, and what you can actually do once it’s connected. ...