Agent Tools

Development tools and libraries for agent systems

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Agent Memory Architecture: Working, Long-term, and Shared Memory Trade-offs

A systematic comparison of the three categories of agent memory -- working, long-term, and shared -- covering storage media, lifecycle, retrieval methods, typical frameworks, and design patterns, fully addressing agent personalization and multi-agent collaboration engineering.

安全Prompt InjectionOWASP

Agent Prompt Injection Defense: OWASP LLM01 in Practice

Based on OWASP LLM Top 10 engineering practice, this article systematically explains the seven layers of defense-in-depth for agent prompt injection: input sanitization, instruction isolation, least-privilege, output auditing, guardrails frameworks, continuous red-teaming, and kill switches -- with actionable code and toolchains.

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Agent Small-Model Finetuning and Edge Inference

Exploring how small language models are fine-tuned and deployed for agent workloads at the edge, balancing latency, cost, and accuracy for production AI agents.

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Sandboxing AI Agents: Isolation Strategies for Safe Code Execution

Comparing container, WebAssembly, and process-level isolation approaches, with practical code for safely executing agent-generated code.

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Browser Agents in Practice: Architecture and Pitfalls of AI-Controlled Browsers

Breaking down three abstraction layers for browser automation—from raw Playwright to structured extraction—with production patterns, runnable code, and common pitfalls.

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Building Stateful AI Agents: A Deep Dive into Letta (MemGPT)

Learn how to build stateful AI agents with long-term memory using Letta (formerly MemGPT), solving the LLM context window limitation.