5 Counterintuitive Design Principles for Prompt Caching in Claude Code

The article details five counterintuitive design principles for Claude Code's prompt caching—optimizing prompt layout, using message‑based updates, never switching models or tools mid‑conversation, safely compressing context, and monitoring cache health—backed by concrete examples and up to 90% cost savings.

AI EngineeringCache OptimizationClaude Code

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5 Counterintuitive Design Principles for Prompt Caching in Claude Code

Alibaba Cloud Native

Jan 15, 2026 · Cloud Native

Scaling AI Agents with Semantic Tool Selection Using AgentScope Java and Higress

This article explains the challenges of managing hundreds of tools for AI agents, introduces a semantic‑driven tool selection approach via the Higress AI Gateway extension for AgentScope Java, and provides performance data, code examples, and a quick‑start guide for developers.

AI AgentsCloud NativeHigress

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Scaling AI Agents with Semantic Tool Selection Using AgentScope Java and Higress

Architecture and Beyond

Sep 27, 2025 · Artificial Intelligence

Mastering AI Agent Tool Management: OpenManus, Gemini CLI & Shopify Sidekick

This article explains how AI agents work, examines OpenManus’s comprehensive tool framework, reviews Gemini CLI’s minimalist tool scheduling and error handling, and discusses Shopify Sidekick’s scaling challenges and Just‑in‑Time instruction strategy, offering practical guidance for building robust, production‑ready agentic systems.

AI AgentsError HandlingJust-in-Time

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Mastering AI Agent Tool Management: OpenManus, Gemini CLI & Shopify Sidekick