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Prompting Guides

A curated collection of 7 prompting guides for building with AI coding agents.

Guide

AI Coding Agents in 2026: The Open-Source & CLI Edition

Cursor and Windsurf vs the open-source agents — Cline, Aider, Codex CLI, Roo Code, and more. Who should bring their own model, and when to stay in the terminal.

4m read· AgentsCamp
Guide

Context Engineering

Treating the context window as a finite budget — what to load, what to leave out, and when to reset.

8m read· AgentsCamp
Guide

Cursor vs Claude Code vs GitHub Copilot vs Windsurf in 2026

A practical, opinionated comparison of the four mainstream AI coding tools — form factor, agentic depth, model choice, and who each one is for.

5m read· AgentsCamp
Guide

Programmatic Prompt Optimization with DSPy: Stop Hand-Tuning Prompts

Hand-tuning prompts doesn't scale. DSPy treats prompting as programming — declare tasks as typed signatures and let an optimizer compile the prompts for you.

3m read· AgentsCamp
Guide

Effective Tool Use: Scoping an Agent's Toolset

How to scope tools and permissions so an agent reaches for the right one and can't do damage.

8m read· AgentsCamp
Guide

Prompt Patterns for Coding Agents

Practical prompting patterns: chaining, few-shot, context management, tool use, and output structuring.

5m read· AgentsCamp
Guide

Few-Shot vs Chain-of-Thought vs Structured Prompting: What to Use When (2026)

When to reach for few-shot examples, chain-of-thought reasoning, or structured/output-constrained prompting — a 2026 decision guide to the core techniques.

4m read· AgentsCamp