5 posts tagged with "development"

Toolpack SDK's 18 filesystem tools are powerful on their own, but their real potential emerges when you combine them into patterns that solve real-world problems. This guide explores advanced techniques for building robust, efficient, and production-ready AI agents that work with files.

We'll cover atomic operations, intelligent file discovery, batch processing strategies, error handling patterns, and complete examples of production-grade filesystem workflows.

The Toolpack SDK workflow engine is powerful out of the box, but its real strength emerges when you customize it. Instead of relying solely on the built-in AGENT_WORKFLOW, CODING_WORKFLOW, or CHAT_WORKFLOW presets, you can craft workflows that match your exact requirements—whether that's a research agent, a code reviewer, or a deployment orchestrator.

This guide shows you how to build custom workflows from scratch, tune planning behavior, control step execution, and design workflows that fit your specific use cases.

Toolpack SDK ships with a workflow engine that turns a basic AI chat into a goal-driven agent. Instead of responding once and waiting, it plans a series of steps, executes them one by one, handles failures, and reports progress the whole time.

This guide walks you through both workflow types, how to configure them, how to listen to events, and patterns you can use in real applications.

Toolpack SDK ships with a lot of built-in tools across categories like file system, web, databases, Git, and code analysis. But every project has unique needs - internal APIs, proprietary systems, domain-specific operations. Custom tools let you extend your AI agent's capabilities without limits.

This guide shows you exactly how to build custom tools, based on real production implementations from the Toolpack CLI project.

Tools are the foundation of what makes AI agents useful. While LLMs are great at reasoning and generating text, they need tools to interact with the real world—reading files, making API calls, querying databases, and executing code.

Toolpack SDK ships with a deep catalog of built-in tools (with more landing every release) and makes it trivial to add your own. Let's explore how the tool system works and why it matters.