#meta-learning
40 related articles
·4 min
Harness Engineering in Practice: Taming AI Agents with Hermes Agent
Deep dive into Harness Engineering: using the open-source Hermes Agent framework's four-layer memory system and Skill evolution to build controllable, evolvable AI agents.
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·3 min
Loopcraft Explained: Loop-Stacking Architecture Design in AI Agent Development
Deep dive into Loopcraft loop-stacking architecture for AI Agent development, covering retry, self-validation, and meta-learning loops to boost reliability.
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Tutorials·2 min
LangChain Few-Shot Prompt Templates in Practice: A Complete FewShotPromptTemplate Tutorial
Learn LangChain FewShotPromptTemplate: core parameters, implementations for text completion and chat models, and practical use cases like batch file renaming to reduce LLM hallucinations.
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Product Reviews·2 min
JCode: Deep Dive into a Multi-AI Agent Collaborative Programming Framework
Deep dive into JCode, an open-source Coding Agent Harness designed for multi-Agent collaboration. Features Agent Memory, Swarm collaboration, multi-Provider access, and self-evolution with just 14ms first-frame latency and 117MB for 10 sessions.
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Tutorials·4 min
Four Core Rules Anthropic Engineers Use to Prompt Claude Code
Anthropic engineers share how to properly use Claude Code at AI Code Summit: build composable Skills systems instead of one-off prompts. Master four core rules for skills that get smarter over time.
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Tutorials·3 min
Hermes Agent in Practice: A Complete Breakdown from ReAct Loop to Autonomous Skill Evolution
Deep dive into Hermes Agent's four progressive cases: terminal ReAct loop, Feishu AI assistant, four-layer persistent memory, and three-stage Skill evolution with DeepSeek support.
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Product Reviews·3 min
Three AI Agents Tested Head-to-Head: Which One Handles E-Commerce Livestream Data Analysis Best?
Testing three AI Agents on e-commerce livestream data analysis: local deployment memory limits, costly overseas APIs, and how a cloud-based multi-model solution delivers a complete business workflow.
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Deep Dives·2 min
Deep Dive into Hermes Agent: The Secret Behind This Self-Evolving AI Agent Framework's Victory Over OpenCloud
Deep dive into Hermes Agent, the viral 2025 open-source AI Agent framework. Comparison with OpenCloud on lower token usage, long-term memory, and self-learning evolution.
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Tutorials·2 min
Senior Developers Transitioning to AI: A 2025 Pitfall-Avoidance Guide & Practical Roadmap
How can 30+ programmers efficiently transition to AI? Practical advice on learning strategy, project experience, and interview techniques to break into AI.
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Tutorials·2 min
LangChain Prompt Templates Explained: A Practical Guide to Few-Shot and Chain-of-Thought
A deep dive into LangChain prompt templates covering ChatPromptTemplate basics, Few-Shot prompting, and Chain-of-Thought techniques with RAG examples to build high-quality prompt pipelines.
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Deep Dives·2 min
How to Add Deep Research Skills to AI Agent Frameworks: NVIDIA's Skill-Based Architecture Explained
Explore NVIDIA's Deep Research Skill approach for embedding deep research capabilities as skill modules into AI Agent frameworks like Claude Code and LangChain, enabling goal decomposition, multi-source retrieval, and knowledge synthesis.
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Product Reviews·1 min
Xiaozhi ESP32 Backend Rewritten in Go: Building a High-Concurrency AI Voice Interaction Service
Deep dive into xiaozhi-esp32-server-golang: a Go rewrite of the Xiaozhi ESP32 backend with WebSocket/MQTT, voiceprint recognition, MCP calls & more.
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Deep Dives·3 min
Hermes Agent Deep Dive: Five-Layer Memory Architecture and Self-Evolution Mechanism Fully Explained
A deep dive into Huawei's open-source Hermes Agent framework: five-layer memory architecture, self-evolution loop, multi-agent collaboration, and comparison with Open Manus.
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Deep Dives·3 min
Deep Dive into Hermes Agent: A Self-Evolving AI Framework That Uses Fewer Tokens Than OpenManus
Deep analysis of Hermes Agent: lower Token usage than OpenManus, persistent long-term memory, and a self-learning loop. See how this 120K-Star GitHub project redefines AI Agents.
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Deep Dives·3 min
Deep Dive into ByteDance's Hermes Agent Orange Book: A 198-Page Complete Guide to AI Agent Development
Deep dive into ByteDance's Hermes Agent Orange Book covering self-evolution loops, three-layer memory systems, Skill ecosystems, and multi-Agent collaboration — a complete 198-page technical guide.
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Product Reviews·3 min
Dash Open-Source Data Agent: 6-Layer Context Anchoring + Self-Learning That Gets Smarter with Use
Deep dive into Dash by agno-agi: a self-learning data agent built on systems engineering principles, featuring 6-layer context anchoring and query-driven continuous evolution.
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Product Reviews·3 min
GSD-2 Open Source Project Deep Dive: How Meta-Prompting + Context Engineering Keep AI Agents Working Autonomously Without Drifting
Deep dive into GSD-2's three core technologies: meta-prompting, context engineering, and spec-driven development — solving the problem of AI agents drifting off-target during long tasks.
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Product Reviews·3 min
Deep Dive into CowAgent: The Open-Source AI Agent Framework with 44,000 Stars
Deep analysis of CowAgent (formerly chatgpt-on-wechat), a 44K-star open-source AI Agent framework with proactive thinking, task planning, skill creation, and multi-platform support for building personal AI assistants and enterprise digital employees.
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Product Reviews·3 min
Deep Dive into CowAgent: How This 44K-Star Open Source Project Builds a Super AI Assistant
Deep dive into CowAgent (chatgpt-on-wechat), a 44K-star GitHub project featuring AI Agent capabilities, multi-platform integration with WeChat/Feishu/DingTalk, and multi-model support for building your own AI assistant.
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Product Reviews·2 min
Claude Code Prompt Optimizer: Using AI to Automatically Rewrite Prompts for Better Code Generation
Explore claude-code-prompt-optimizer: an open-source tool using Hook interception and Claude Opus to auto-rewrite simple prompts into structured instructions, boosting Claude Code output quality.
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