#Skill evolution
1180 related articles
Deep Dives·4 min
What Is Playground Skill? How HTML Interaction Solves the Pain Points of AI Coding Communication
How Playground Skill uses HTML interactive interfaces to solve the pain points of natural language limitations in AI coding. Comparing traditional text-only modes with the new two-way interaction paradigm for Coding Agents.
Read more →
Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
Read more →
Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
Read more →
Tutorials·5 min
Claude Code Skill Installation Guide: Four Steps from Search to Setup
Step-by-step guide to installing and using Claude Code Skills: GitHub search tips, one-click AI installation, project vs user-level setup, and progressive questioning techniques.
Read more →
Product Reviews·3 min
Mistral Vibe Hands-On Review: Is This $15/Month Claude Code Alternative Actually Worth It?
Hands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
Read more →
Tutorials·2 min
Java Developers Transitioning to AI/LLM: Essential Skills and Practical Guide for 2025
How can Java developers transition to AI/LLM? This guide covers 10 core skills including Spring AI, LangChain4j, RAG, and DeepSeek API integration with practical tips.
Read more →
Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
Read more →
Tutorials·2 min
NCCL Multi-GPU Communication Optimization in Practice: A Guide to Scaling HPC High-Performance Computing
Deep dive into NVIDIA NCCL multi-GPU communication library principles and optimization strategies, covering AllReduce, NVLink, and GPUDirect RDMA to help HPC and AI developers master scaling from single-node to massive clusters.
Read more →
Product Reviews·3 min
Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison
Real-world comparison of Manus, Tiangong, and Liaobots translating English tech presentation subtitles, scored across colloquial handling, terminology accuracy, and ASR error correction.
Read more →
Product Reviews·3 min
MiniMax M2.7 Hands-On Review: Coding Ability Rivals Claude Opus at 50x Lower Cost
In-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
Read more →
Deep Dives·3 min
How NVIDIA AI Agents Turn Massive Video Feeds into Searchable, Real-Time Intelligence
Deep analysis of NVIDIA's latest video AI Agent solution, using multimodal LLMs and modular Skills architecture to transform massive surveillance video into searchable real-time intelligence.
Read more →
Tutorials·4 min
NVIDIA Model Optimizer Post-Training Quantization (PTQ) Practical Guide
A deep dive into NVIDIA Model Optimizer's PTQ workflow, covering INT8/INT4 quantization principles, calibration methods, RTX GPU optimization, and best practices for deploying quantized LLMs on consumer GPUs.
Read more →
Tutorials·3 min
LangGraph Multi-Agent in Practice: Building a Medical Agent System from Scratch
A deep dive into LangGraph multi-agent architecture for healthcare, covering LangChain, RAG, and MCP integration, from requirements analysis to Agent orchestration.
Read more →
Tutorials·4 min
Gemini CLI + Kali Linux in Practice: A Complete Guide to AI-Automated Penetration Testing
Complete guide to Kali Linux 2025.3 with Gemini CLI integration for AI-automated penetration testing using natural language to drive Nmap, Nikto, and more.
Read more →
Tutorials·3 min
Novi AI + Seedance 2.0 Hands-On Review: Complete Tutorial for One-Click 5-Minute AI Short Drama Generation
Hands-on review of Novi AI Agent with Seedance 2.0: one-click generation of 5-minute AI short dramas from script to final cut. Detailed workflow, results, and pricing analysis.
Read more →
Research·4 min
Continual Harness: AI Automatically Builds Scaffolding to Beat Pokémon RPGs
Princeton and Google DeepMind propose Continual Harness, enabling LLM agents to automatically build and optimize scaffolding to beat multiple Pokémon RPGs without human intervention, cutting costs by 40%.
Read more →
Deep Dives·4 min
Five Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
Read more →
Product Reviews·4 min
Get Shit Done: Full Breakdown of the 60K-Star Claude Code Meta-Prompting & Spec-Driven Development System
Deep dive into Get Shit Done (GSD), a 62K-star GitHub project built for Claude Code. Covers meta-prompting, context engineering & spec-driven development.
Read more →
Product Reviews·4 min
Caveman: The Open-Source Tool That Makes Claude Talk Like a Caveman and Saves 65% on Tokens
Caveman is a 60K-Star Claude Code skill plugin that uses prompt engineering to make AI respond in minimalist style, achieving 65% token savings for developers.
Read more →
Tech Frontiers·4 min
130K Stars! CLAUDE.md Distilling Karpathy's Insights Takes GitHub by Storm
GitHub project andrej-karpathy-skills earned 130K Stars with a single CLAUDE.md file, converting Karpathy's LLM coding pitfall insights into AI behavioral guidelines for Claude Code.
Read more →