#LLM vs agent

741 related articles

Jul 13, 2026·3 min

AI Agent Beginner's Guide: LLMs vs. Agents, and a Full Breakdown of Development Tools

What is an AI Agent? This guide explains the key differences between LLMs and Agents, breaks down the Agent formula (LLM + Workflow + Knowledge Base), and compares tools like Dify, Coze, LangChain, and LlamaIndex.

Jul 28, 2026·2 min

Bun Now Generates CLAUDE.md by Default: The AI-Native Development Era Has Arrived

Bun runtime now generates a CLAUDE.md file by default with bun init, signaling AI assistants becoming first-class citizens in the development toolchain.

Jul 28, 2026·4 min

Getting Started with Claude Code: Environment Setup, Common Commands, and Git Workflow in Practice

A detailed guide to Claude Code installation, domestic model switching, project analysis commands, and Git workflow practice to help developers quickly master this AI programming collaboration tool.

Jul 28, 2026·3 min

Claude Code vs Codex: Hands-On Comparison and Installation Guide for AI Programming Tools

In-depth comparison of Claude Code and Codex AI programming tools covering accuracy, installation, and network setup tips to help developers choose the best solution.

Jul 28, 2026·5 min

Loop Engineering Explained: The New Programming Paradigm Where AI Prompts Itself

Loop Engineering is a paradigm shift in AI usage. Learn how to build automated loops where agents explore, execute, and verify tasks autonomously, with a hands-on e-commerce case study.

Jul 28, 2026·6 min

Harness Engineering: From Context Engineering to the Third Phase of AI Programming

Explore Harness Engineering: the next evolution beyond context engineering for AI programming. Learn how to build enterprise-grade Skill systems and deliver real projects with mid-tier models.

Jul 28, 2026·4 min

Cursor Start India Plan at ₹649/Month: Decoding the Regional Pricing Strategy for AI Coding Tools

Cursor launches its Start plan for India at ₹649/month (~$7.70), featuring Grok 4.5 and Composer Agent. A deep dive into the PPP pricing strategy and its market implications.

Jul 28, 2026·3 min

Spring AI Explained: Unified API, RAG, and Enterprise AI Development Guide

Deep dive into Spring AI framework's core features including provider-agnostic unified API abstraction, RAG retrieval-augmented generation, and structured output to help Java developers build enterprise AI apps.

Jul 28, 2026·3 min

Spring AI Explained: Unified API, RAG, and Enterprise AI Development Practical Guide

Jul 28, 2026·3 min

Agent Skill Routing: Engineering Trade-offs Between Retrieval and LLM, and the Two-Stage Layered Architecture

Deep dive into Agent skill routing: comparing pure model vs. pure retrieval approaches, with a detailed two-stage layered architecture balancing accuracy, latency, and cost.

Jul 28, 2026·4 min

Spring AI 2.0 in Practice: Building an Enterprise RAG Knowledge Base Q&A System with Cursor

Build an enterprise RAG knowledge base Q&A system using Spring AI 2.0, Cursor AI programming, Ollama local deployment, and Redis vector storage. Runs on just 4GB VRAM.

Jul 28, 2026·4 min

Complete Guide to Pi Coding Agent: Core Usage and Extension Techniques for a Minimalist Terminal AI Coding Tool

Complete guide to Pi coding agent: design philosophy, installation, shortcuts, session management, and 7-layer customization architecture. How this 45K-star minimalist terminal tool redefines AI coding workflows.

Jul 28, 2026·2 min

A Beginner's Guide to Vibe Coding: Building Your Career Moat with AI Programming

A detailed guide to Vibe Coding with AI programming tools like Claude Code, Cursor, and Codex. Learn how to leverage AI-driven development to ship products independently and build lasting career value.

Jul 28, 2026·4 min

Laguna S 2.1 Deep Dive: Hands-On Local Deployment of a 118B Parameter Coding Model

In-depth review of Poolside's Laguna S 2.1 open-source coding model: MoE architecture, RL training, DGX Spark local deployment, and real-world agentic coding tests with 8B active parameters.

Jul 28, 2026·3 min

Anthropic Opus 5 Real-World Testing: Outperforms Competitors at Half the Price

Anthropic Opus 5 hands-on review: first to break 30% on ARC-AGI, near Fable 5 agentic coding at half the price. Benchmarks, token costs, and GPT-5.6 comparison.

Jul 28, 2026·4 min

GPT-5.6 Value Maxing Practical Guide: From Token Stacking to Output Optimization Methodology

Deep dive into OpenAI GPT-5.6 Value Maxing strategies covering Sol/Terra/Luna model selection, KV cache optimization, Prompt compression, and programmatic tool calling to help developers achieve more output with fewer Tokens.

Jul 28, 2026·3 min

Anthropic Opus 5 Real-World Testing: Outperforms Competitors at Half the Price

Anthropic Opus 5 hands-on review: first to break 30% on ARC-AGI, near Fable 5 in agentic coding at half the price. Benchmarks, token costs, and GPT-5.6 comparison.

Jul 28, 2026·4 min

Kimi K3 Deep Dive: 2.8 Trillion Parameter Open-Source Model Closes the Gap with Closed-Source Frontier for the First Time

Moonshot AI releases Kimi K3 open-weight model with 2.8T parameters and 1M token context. Our deep dive covers coding, 3D dev, agent capabilities, and safety concerns.

Jul 28, 2026·3 min

7 Vibe Coding Agents Tested & Ranked: Which AI Coding Tool Should Beginners Choose?

Hands-on comparison of 7 Vibe Coding agents including Trae, Cursor, Claude Code, Codex, WorkBuddy & CoderWork, ranked by beginner-friendliness and performance.

Jul 28, 2026·3 min

7 Vibe Coding Agents Tested & Ranked: Which AI Coding Tool Should Beginners Choose?

Side-by-side review of 7 Vibe Coding agents including Trae, Cursor, Claude Code, Codex, WorkBuddy, and CoderWork, ranked by beginner-friendliness, performance, and ease of use.