Tag: #claude-code
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 25 posts
AI Coding Agents: What to Use for What — Selection Criteria Verified Only Against the Four Vendors' Official Docs
When you are choosing among Claude Code · Cursor · GitHub Copilot · OpenAI Codex, the question asked most often is "which one is cheapest." Yet the prices these four companies publish cannot answer it — because all four
2026-07-17 · 24 min read #ai#ai-coding-agent#claude-code#cursor#github-copilotThe Complete Guide to AI Agents in 2026 — From Coding to Everyday Life: Claude Code, MCP, Work Automation, and Multi-Agent Orchestration
In 2026, AI agents are everyday tools, not demos. This guide covers what an agent actually is (LLM + tools + loop), workflows versus agents, Claude Code in depth (CLAUDE.md, Skills, Hooks, parallel subagents), when to re
2026-07-02 · 36 min read #ai-agents#claude-code#mcp#automation#multi-agentLoop Engineering — Design the System That Prompts Your Agent
The era of manually prompting an agent every turn is ending. This post covers plan-act-verify-self-correct loop design, verification loops that wire tests and linters into agent feedback, how to design repo-level guide f
2026-06-12 · 16 min read #ai#loop-engineering#ai-agent#claude-code#devopsAI Coding Assistants 2026 — Cursor / Windsurf / Cline / Aider / Claude Code / Codex CLI / Copilot Workspace Deep Dive
The AI coding market evolved from autocomplete to agents in four short years. Cursor raised a Series B at a $9B valuation. Codeiums Windsurf was acquired by OpenAI in April 2025 for ~$3B. Open-source agents like Cline to
2026-05-16 · 28 min read #ai-coding#cursor#windsurf#cline#aiderAI Coding Assistants 2026 Deep-Dive — Cursor, Windsurf, GitHub Copilot, Continue, Aider, Cody, Cline, Devin, Claude Code, plus Replit Agent, v0, Bolt
The 2026 AI coding tool market is fragmented. Cursor leads the IDE side, Claude Code owns the terminal, Devin proves autonomous agents are possible (with caveats), and Replit Agent / v0 / Lovable democratize full-stack g
2026-05-16 · 10 min read #ai-coding#cursor#windsurf#github-copilot#continueAI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed
In 2026, AI coding tools have evolved from autocomplete to agent-edits to autonomous SWE-bench solvers. This deep dive covers Cursor, Claude Code, Aider, Cline, Continue.dev, Sourcegraph Cody, GitHub Copilot Workspace, W
2026-05-16 · 20 min read #ai-coding-agent#cursor#claude-code#aider#clineFrom Issue to Deploy — Building an Automation Pipeline Where AI Reviews and CI/CD Verifies and Ships (2025)
If the previous post was about the 'parts' of AI development automation, this one assembles those parts. You file an Issue; AI opens a PR, another AI reviews it, CI verifies it, a human gates only the core decisions, CD
2026-05-14 · 26 min read #ai-automation#ci-cd#github-actions#ai-code-review#autonomous-pipelineEditor Wars 2026 — VS Code, Cursor, Zed, Neovim, Helix, Sublime, JetBrains, and Claude Code
The 2026 code-editor landscape. VS Code is still dominant, but Cursor as an AI-first fork is reshaping the market, Zed renders on the GPU, and Neovim/Helix have made modal editing relevant again. Meanwhile Claude Code re
2026-05-14 · 20 min read #editor#ide#vscode#cursor#zed2026 AI Coding Agent Head-to-Head — Claude Code vs Cursor vs GitHub Copilot vs OpenAI Codex vs Aider vs OpenClaw: A Practitioner's Buyer's Guide
As of early 2026, the AI coding agents worth taking seriously fit on one hand. This is a head-to-head comparison of Claude Code, Cursor, GitHub Copilot, OpenAI Codex, Aider, and OpenClaw along seven axes — surface (CLI/I
2026-05-14 · 23 min read #ai-coding-agent#claude-code#cursor#github-copilot#codexClaude Skills Marketplace 2026 — Curated Best Skills for Real Teams (Bundles by Role, Context Budget Accounting)
The previous post taught you how to build a Skill. This one is the opposite — how to decide what to install. A 2026 map of the Anthropic official, partner, and community Skills marketplaces; category-by-category curation
2026-05-14 · 19 min read #claude-skills#anthropic#skills-marketplace#ai-tooling#curationBuild Your Own Claude Code Skill — A Hands-On Deep Dive Into SKILL.md, Invocation, and Distribution (2026, english)
Agent Skills were introduced by Anthropic in October 2025 and opened as a standard in December 2025. As of May 2026 they are the default way to extend Claude Code. The mechanism is small — a SKILL.md with YAML frontmatte
2026-05-14 · 23 min read #claude-code#skills#anthropic#ai-tooling#hands-onAI Coding Assistant Limitations 2026 — An Honest but Fair Take on What Doesn't Work
AI coding assistants are powerful. But the shape of that power is not uniform. Deep bug debugging, large-codebase architecture, subtle performance regressions, concurrency correctness, genuinely new tech, multi-repo chan
2026-05-14 · 21 min read #ai-coding#ai-limitations#honest-take#ai-engineering#claude-codeAnatomy of an AI Harness — The Scaffolding That Turns a Model Into an Agent (Loop, Tools, Context, and Building Your Own)
The model is the engine; the harness is the car. Put a different car around the same engine and the driving experience changes completely. In 2026, the real center of gravity in AI engineering isn't the model — it's the
2026-05-14 · 16 min read #ai-harness#ai-agent#llm#agent-loop#tool-executionAI Coding Workflow Best Practices in 2026 — CLAUDE.md, AGENTS.md, .cursorrules, Skills, Subagents, MCP Deep Dive
The standards AI coding tools are converging on in 2026 — CLAUDE.md, AGENTS.md, .cursorrules, .github/copilot-instructions.md, plus Claude Code Skills, subagents, hooks, MCP, and permission modes. What goes in each file,
2026-05-14 · 20 min read #ai-coding#claude-md#agents-md#cursorrules#claude-codeAI CLI Coding Tools Shootout 2026 — Claude Code, Junie, Cline, Aider, Codex CLI, Cursor CLI, Continue.dev
The real battlefield in 2026 isn't the IDE panel — it's the terminal. We dissect seven terminal-native CLI harnesses that share the same models but behave completely differently: Claude Code, JetBrains Junie CLI, Cline,
2026-05-14 · 24 min read #ai-coding#claude-code#junie#cline#aiderThe Complete Guide to AI Development Automation — GitHub Integration, Ticket-Based Agentic Workflows, Copilot, Claude Code, Devin, Jules (2025)
2025 was the year AI moved from 'suggesting code' to 'owning the ticket.' Assign a GitHub Issue to an AI agent and it rolls forward on its own — branch creation, implementation, PR, passing CI. A 4-level maturity model,
2026-05-14 · 29 min read #ai-development#automation#github#copilot#claude-codeThe Complete Guide to Developers and the Next Ten Years of AI: How to Survive and Thrive in the Copilot/Cursor/Claude Era (2025)
How Copilot, Cursor, Claude Code, and Devin are changing daily development work. Three scenarios (optimistic, neutral, pessimistic) for how the job changes over the ten years from 2025 to 2035. How the junior role change
2026-04-15 · 15 min read #ai-future#copilot#cursor#claude-code#agentic-codingAI-Era Developer Survival Strategy 2025 — Complete Guide: Copilot vs Cursor vs Claude Code vs Devin vs Codex, Prompt to Context Engineering, Senior/Junior Role Shifts, Team AI Adoption Roadmap, Portfolio, Korean Developers' Global Competitiveness — Season 5 Finale
The grand finale of Season 5. A survival strategy for developers living through the AI era of 2025. A deep comparison of GitHub Copilot, Cursor, Claude Code, Devin, and Codex; the shift from Prompt to Context Engineering
2026-04-15 · 15 min read #ai-developer#copilot#cursor#claude-code#devinClaude Code Team Workflows Guide: How to Run a Terminal-First Agent Safely
A practical guide to Claude Code’s terminal-first workflow, showing how teams should split settings, memory, subagents, and hooks, and how that differs from GitHub-hosted background agents.
2026-04-12 · 4 min read #anthropic#claude-code#terminal-ai#subagents#hooksBuild Your Own MCP Server: Protocol Internals, Hands-On Guide, and 100+ Ecosystem Deep Dive
Dissect how MCP (Model Context Protocol) works at the protocol level, build your own MCP servers with Python FastMCP and TypeScript SDK, and explore 100+ MCP servers across the ecosystem including Grafana, Mermaid, PPT,
2026-03-23 · 34 min read #mcp#model-context-protocol#mcp-server#fastmcp#typescript-sdk