Every developer who’s shipped an AI agent to production has run into the same wall: the agent remembers nothing across restarts. In-memory state is fine for demos. In production, where agents run for hours across multiple sessions, get killed by infrastructure failures, and need to pick up where they left off, in-memory state is a liability. Your agent’s entire conversational context, decision history, and accumulated knowledge evaporates the moment the process terminates. ...

Your LangGraph agent works perfectly in development. Then it hits production and you discover the problem every agent developer eventually hits: when the process restarts, your agent remembers nothing. In-memory state is fine for demos and local testing. For production agents — especially those handling multi-step workflows that can span hours, serve concurrent users, or need to resume after infrastructure failures — you need persistent state. This guide walks through adding Aerospike Database 8 as a durable memory store for your LangGraph agent. ...

If your Claude Code usage limits are draining faster than you expect, you’re not imagining it and you’re not hitting a bug. Anthropic confirmed this week that usage consumed during peak hours counts at an accelerated rate against your monthly limit. The peak window: 5:00 AM to 11:00 AM Pacific Time, Monday through Friday. This guide covers what that means for your usage, how to track where your limit is going, and the practical strategies that actually help. ...

We publish this site using OpenClaw. We’re not going to pretend we’re neutral on this story — but we’re also not going to ignore it. Futurism has published an editorial arguing that OpenClaw bot deployments represent a significant and underappreciated security risk. Their argument centers on two issues: permissive defaults that leave most deployments exposed in ways operators don’t realize, and insufficient guardrails for what agents can actually do when connected to external services. ...

Zero-trust security was designed for humans. The assumptions baked into zero-trust frameworks — continuous verification, least-privilege access, never trust the network — were built around the behavior of human users accessing enterprise systems. AI agents are not human users. They don’t authenticate once and then work. They spawn dynamically, request broad permissions, communicate with dozens of downstream services, and operate at speeds that make human audit review impractical in real time. The security frameworks built for human users were not designed for this. ...

Anthropic, the maker of the Claude AI model, is considering going public as soon as October 2026 — and Wall Street is already jockeying for position. According to Bloomberg and The Information, citing people familiar with the matter, the company has begun early discussions with major banks about leading roles on a potential listing. Bankers are actively vying for the mandate. If it happens, this would be one of the most significant AI IPOs ever attempted — and the timing, coming just as the company scores a major legal victory over the Pentagon, couldn’t be more interesting. ...

GhostClaw, the AI-assisted macOS infostealer first documented as a threat to npm package ecosystems, has expanded its reach. Jamf Threat Labs has confirmed that the malware family — also tracked as GhostLoader — is now targeting AI agent development workflows through malicious “skills” distributed via GitHub repositories. Critically, OpenClaw’s SKILL system has been identified as a confirmed abuse vector. This is not a theoretical supply chain risk. It’s an active, documented campaign that every developer working with AI agent frameworks — particularly those using OpenClaw or similar skill-based architectures — needs to know about. ...

Irish AI startup Jentic just launched Jentic Mini — a free, open-source, self-hosted API execution firewall specifically designed to sit between your OpenClaw agents and the external APIs they call. It handles credentials, permissions, and access control so your agents don’t have to. If you’re running OpenClaw agents that interact with external services — and especially given the recent GhostClaw malware campaign targeting AI agent skill systems — adding an execution firewall layer is no longer optional. It’s operational security. ...

A federal judge in California has indefinitely blocked the Pentagon’s attempt to label Anthropic a “supply chain risk” — a designation that would have severed the AI company’s government contracts and effectively punished it for refusing to let Claude power fully autonomous weapons systems. The ruling, issued on March 26, 2026, is being called a landmark first-round legal victory for the company, and it sends a clear signal: AI companies that draw ethical red lines around their models can defend those lines in court. ...

OpenAI has launched its first public Safety Bug Bounty program — and it’s squarely focused on the attack surfaces that matter most for agentic AI: prompt injection, MCP-based hijacks, data exfiltration from ChatGPT Agent, and platform integrity flaws. Top reward: $100,000 for critical safety vulnerabilities. This isn’t a standard security bounty. It’s specifically designed to capture the class of AI-native risks that traditional vulnerability disclosure programs aren’t built for — the kind of things that don’t show up in CVE databases but can cause real harm at scale when AI agents are acting in the world. ...