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Prompt Engineering Patterns

How to actually write prompts that work — system prompts, chain-of-thought, few-shot, Anthropic's workflow patterns, prompt evaluation harnesses like Skills 2.0.

How Alex Finn Built a Complete Game in 1 Hour Using Codex's /goal Command

Alex Finn ran a single /goal prompt and let Codex build an extraction shooter game — assets included — over one autonomous hour. Here's how it worked.

GPT & OpenAIAutomationUse Cases

Omar Khattab's DSPy Follow-Up: Auto-Optimized Harness Beats Every Hand-Engineered Agent on TerminalBench 2

The DSPy creator's new paper shows an auto-optimized harness hitting 76.4% on TerminalBench 2 — outscoring every hand-built entry in the field.

Multi-AgentOptimizationLLMs & Models

How to Use OpenAI Codex's /goal Command for Long-Running Autonomous Tasks

Codex's /goal command enables multi-hour autonomous agentic loops. Learn how to activate it, what it can build, and when to use it for complex projects.

GPT & OpenAIWorkflowsAutomation

Omar Khattab's DSPy Follow-Up: How Auto-Optimizing Your Harness Put a Tiny Model at #1 on TerminalBench

DSPy's creator showed a Haiku-powered harness beat larger models on TerminalBench. The secret: 10M tokens of automated harness optimization.

LLMs & ModelsOptimizationMulti-Agent

How to Build an Agent-First Product: Lessons from Stripe, Google, and Anthropic

Discover the design principles behind agent-first products, from payment rails to discovery APIs, and how to make your app callable by AI agents.

Multi-AgentWorkflowsIntegrations

Claude Code Skills Architecture: 4 Layers That Keep Your AI Agent Fast and Focused

The .claude/skills/ folder uses progressive context loading — only ~100 tokens read at search time — to keep Claude Code lightweight across dozens of SOPs.

ClaudeWorkflowsPrompt Engineering

5 Claude Code Skills That Cut Token Costs by Up to 70% — Benchmarked Across Real Sessions

Superpowers saves 14% tokens. Graphify cuts costs 70x on large codebases. Firecrawl reduces 80% vs raw HTML. Five skills benchmarked with real data.

ClaudeOptimizationWorkflows

Claude Code Skills vs Skill Systems: Why Isolated Skills Aren't Enough

Downloading marketplace skills and using them in isolation is the wrong approach. Learn why skill systems—not mega skills—are the right architecture.

ClaudeWorkflowsAutomation

Claude Code Skills vs Hooks: What's the Difference and When to Use Each

Claude Code skills and hooks both automate workflows, but they work differently. Learn when to use each to build reliable, efficient AI agent systems.

ClaudeWorkflowsAutomation

Claude Code Skills vs Slash Commands: What's the Difference and When to Use Each

Claude Code skills and slash commands both automate repetitive tasks, but they work differently. Learn which to use and how to build both effectively.

ClaudeAutomationWorkflows

How to Prompt Claude Opus 4.7 Differently Than 4.6

Opus 4.7 follows instructions literally and won't infer intent. Learn four prompting playbooks for chat, Claude Code, the API, and co-work sessions.

ClaudePrompt EngineeringHow-To

Claude Code Skills vs Slash Commands: When to Use Each

Claude Code Skills auto-invoke based on context while slash commands require manual triggers. Learn the difference and when each approach wins.

Claude CodeAI DevelopmentHow-To

Claude Code Skills: How to Build Standard Operating Procedures for Your AI Agent

Claude Code skills are reusable process documents that load context at the right time. Learn how to build skills that produce expert-level outputs.

Claude CodeAI DevelopmentHow-To

What Are Claude Code Skills and How Do They Work?

Claude Code Skills are reusable process documents that load context at the right time. Learn how to build skills that produce expert-level AI outputs.

Claude CodeAI DevelopmentWorkflows

Claude Skills vs Slash Commands: When to Use Each in Your Agentic Workflows

Claude Skills auto-invoke based on context while slash commands require manual triggers. Learn the difference and when each approach produces better results.

Claude CodeWorkflowsAI Development

What Is Prompt Engineering for Developers? Techniques That Actually Work

Prompt engineering is how you get reliable, structured output from AI models. Here's what works for developers building real production applications.

Prompt EngineeringAI ConceptsAI Development

What Is the Claude Code Builder-Validator Chain? How to Build Quality Checks Into AI Workflows

The builder-validator chain uses one sub-agent to build and another to review, giving you automated quality checks without manual code review.

ClaudeWorkflowsMulti-Agent

Beyond One-Shot Prompts: 5 Claude Code Workflow Patterns Explained

Anthropic's five Claude Code workflow patterns explained with real engineering tasks — schema migrations, test loops, and review chains where each pattern fits.

ClaudeWorkflowsMulti-Agent

Autonomy vs. Control in Claude Code: 5 Agentic Workflow Patterns

Five Claude Code patterns ranked by autonomy: sequential, operator, split-and-merge, agent teams, headless. Pick the right tradeoff between control and speed.

ClaudeWorkflowsMulti-Agent

What Is the Agentic OS Architecture? How to Build a Business Brain With Claude Code Skills

The Agentic OS stores your brand voice, content strategy, and client context inside Claude Code. Here's how the architecture works and how to set it up.

ClaudeWorkflowsAutomation

12 Production AI Agent Primitives Every Builder Should Know (From the Claude Code Leak)

The Claude Code source leak reveals 12 infrastructure patterns behind a $2.5B product: tool registries, permission tiers, session persistence, and more.

ClaudeMulti-AgentAutomation

Claude Code Skills: Why Code Scripts Outperform Markdown Instructions for Agent Tasks

Most Claude Code skills rely too heavily on markdown. Using executable scripts instead reduces tokens by up to 90% and makes agent tasks more reliable.

ClaudeWorkflowsAutomation

What Is Agent Skills as an Open Standard? How Claude, OpenAI, and Google Adopted the Same Format

Agent Skills started as a Claude feature but became an open standard adopted by OpenAI, Google DeepMind, and others. Here's why it matters more than MCP.

Multi-AgentIntegrationsWorkflows

Claude Code for Business Owners: 5 Core Concepts That Actually Matter

After 200 hours in Claude Code, here are the five concepts business owners need to understand: prompts, claude.md, skills, MCP servers, and context windows.

ClaudeWorkflowsAutomation