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AI Architecture Hub
AI Architecture Hub
Mar 5, 2026 · Artificial Intelligence

Mastering AI Agents: 12 Actionable Practices for Effective Tool Design

This article distills a year of trial‑and‑error from the Claude Code team into a practical framework for building AI agents, covering action‑space design, structured questioning, task management, progressive context disclosure, iterative tool engineering, common anti‑patterns, and a ready‑to‑use checklist of twelve development tips.

Context RetrievalStructured PromptingTool Design
0 likes · 14 min read
Mastering AI Agents: 12 Actionable Practices for Effective Tool Design
AI Tech Publishing
AI Tech Publishing
Feb 8, 2026 · Artificial Intelligence

Why Bigger Context Windows Fail and How Structured Graphs Deliver Precise Fact Retrieval

The article argues that large language models struggle with exact factual answers and that extending context windows often degrades performance, while knowledge graphs provide structured, traceable retrieval; it proposes a unified graph monograph and small, focused context slices to empower LLMs with accurate information.

Context RetrievalKnowledge GraphLLM
0 likes · 10 min read
Why Bigger Context Windows Fail and How Structured Graphs Deliver Precise Fact Retrieval