Evaluator-Optimizer in Claude Code: From Pattern to Skill
How I turned an Agentic AI pattern into a reusable Claude Code skill with evidence-based evaluation.
From zero to pro with Claude Code. In-depth guides and tips you can apply today.
8 articles · 27 tips
How I turned an Agentic AI pattern into a reusable Claude Code skill with evidence-based evaluation.
Practical guide to Claude Code hooks: 3 hook types, 5 essential hooks, advanced patterns and common pitfalls. With copy-paste ready examples.
Skills are the fastest way to create repeatable workflows in Claude Code. A markdown file, a slash command, and predictable steps with human intervention.
Learn how to connect Claude Code with Playwright and Notion via MCP to create an automated UI and code review system.
Learn to create and manage subagents in Claude Code. Divide complex tasks, avoid context contamination, and scale your AI development.
The definitive Claude Code guide (2026). Installation, CLAUDE.md configuration, hooks, skills, subagents, and professional workflows for developers.
Understand what the Model Context Protocol (MCP) is and how to use it in Claude Code to connect your LLM with real tools (GitHub, Linear, Databases).
Use /btw to ask quick questions while Claude Code is working. No interruption, no history pollution.
Create specialized agents as Markdown files and launch sessions with claude --agent. Each agent has its own system prompt, tools, and model.
A Stop hook + a script that checks the focused app = sound only when you're in another app. Zero annoying notifications.
With the -p flag, Claude Code becomes a headless agent you can schedule with cron. Combined with --allowedTools, you get autonomous AI automation.
Claude Code writes notes about your project as you work and reads them at the start of every session — remembering build commands, debugging patterns, and architecture decisions.
Most CLAUDE.md files are packed with information Claude can already infer. Learn to document what actually matters: business decisions, team conventions, and the why behind every rule.
Use opusplan in Claude Code: Opus for planning, Sonnet for execution, Haiku for exploring. Stop using the frontier model for everything.
Learn when each Claude Code feature loads into context — CLAUDE.md, Skills, MCP, Subagents, and Hooks — and how to save tokens from the start.
The 5 exclusive features of Claude Code Desktop over the CLI: visual diffs, parallel sessions, embedded preview, PR monitoring, and built-in connectors.
Build the Evaluator-Optimizer pattern as an inline skill in Claude Code. One LLM generates, another evaluates every claim against real evidence.
Every agentic pattern from Anthropic's guide maps to a Claude Code primitive. Here's the complete reference.
Hooks are commands that run automatically at specific points in Claude Code's lifecycle. Unlike CLAUDE.md instructions, hooks are deterministic: if the condition is met, they always execute.