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Tunnel Techniques Explained: When an AI Agent Needs to Pave a Road into the Internal Network
The hard part begins after an AI agent lands inside a network: firewalls block, the target has no outbound internet, and the attack host cannot reach it directly. This illustrated guide explains how three mainstream tunneling techniques work (SOCKS5 proxy, HTTP-disguised tunnel, TUN virtual adapter), when each applies, and what defenders can observe in traffic.
A Multi-Agent Investment-Research Pipeline: Collect, Analyze, Report in Three Stages
A single Agent cannot finish an investment-research task: the context blows up, attention scatters, and errors cross-contaminate. This article gives the complete design for a three-stage collect / analyze / report division of labor — each stage's responsibilities and negative list, the structured JSON contract between stages, the write-scope partition, failure isolation and contamination detection, where to place the verification gates, and the cost-and-latency trade-off framework, with an architecture diagram and a failure-mode list.
OpenClaw Creator and Infrastructure Automation: From Full Podcast Workflow to Self-Healing Servers
An in-depth breakdown of the creative tools in Awesome OpenClaw Use Cases (Podcast, YouTube, AI video editing, game development) and infrastructure DevOps solutions (self-healing servers, n8n orchestration), with complete workflow architecture diagrams.