#procedural semantics
28 related articles
·7 min
Hermes Agent Deep Dive: An AI Agent Framework That Uses Fewer Tokens Than Open Cloud
Full comparison of Hermes Agent vs Open Cloud: lower token usage, 200+ model support, auto Skill encapsulation, WeChat/DingTalk integration. A cost-effective AI Agent alternative for long-term deployment.
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·8 min
MCP Server or Agent Skills? A Clear Guide to Architecture Decision-Making
MCP Server vs Agent Skills: how to choose? This article systematically outlines an AI Agent architecture decision framework across three dimensions—essential differences, applicable scenarios, and judgment criteria.
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·3 min
SWE-Smith Expands to JavaScript: 6,099 Synthetic Bugs Powering Multilingual Code Repair
SWE-Smith Multilingual extends synthetic bug generation to JavaScript, validating 6,099 patches across 74 repos. Covers 14 modifiers, high-yield repo traits, and Modal cloud pipeline architecture.
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·2 min
Claude Code Goes Viral: Opportunity or Crisis for Programmers?
In-depth analysis of Claude Code's impact on programmers: efficiency gains, junior role disruption, hidden AI code bugs, and skill degradation risks. With practical advice for developers.
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·2 min
Claude Code Can't Remember Your Progress? Build a Progress Skill to Fix It
Learn how to build a progress Skill for Claude Code using skill.md files to save and restore development progress across sessions, solving the context loss problem.
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Deep Dives·3 min
memU Memory Framework Explained: Unifying Multi-Modal Agent Memory with a File System
Deep dive into the memU open-source memory framework: how it organizes Agent memory as a file system with three-layer semantic abstraction, dual-loop collaboration, and two retrieval modes.
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Tutorials·3 min
Getting Started with J Language Module System: Differences Between import and load, Plus Multi-File Project Practice
Learn J language's module system: differences between import and load, main function definition, type-safe print with unified % placeholder, constant binding syntax, and custom import paths for multi-file projects.
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Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
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