Claude Code
Claude Code is a coding agent built as one simple loop over a small set of tools. That design leaves most of the leverage with the user: how you manage its context, how you prompt it, and how you extend it with hooks, skills, sub-agents and MCP.
Written by
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Benedikt Stemmildt Founder & Co-CEO
Updated:
Tools 4
Our position. Whichever agent you run, its intelligence ceiling is your context management ceiling (opens in a new tab).
Its builders rely on the model rather than on scaffolding, and let Bash do the work a dedicated tool would. Because the agent gets worse as its context grows, most practitioner technique comes down to keeping that context focused (How Claude Code Works (opens in a new tab); Elite Context Engineering with Claude Code (opens in a new tab)).
- Context engineering — read this when your agent is slowing down or wasting tokens: the R&D framework, MCP token waste, priming, bundles, splintering.
- Prompt engineering — read this when you want better output from any prompt: the format levels, input-workflow-output, XML, examples, anti-overengineering, hallucination control.
Two companion pages add focused guidance:
Resources
Practitioner videos
The videos behind the pages in this section, each cited inline where its claims are used.
- 15 HIDDEN Claude Code Rules (opens in a new tab) - Practitioner walkthrough.
- Agentic Coding ENDGAME: Claude Code SDK Custom Agents (opens in a new tab) - Course walkthrough, one of four lessons behind the agentic coding framework principles on this page.
- Agentic Prompt Engineering with Claude Code (opens in a new tab) - Course walkthrough, one of four lessons behind the agentic coding framework principles on this page.
- Anthropic releases method to 10x Claude Code (opens in a new tab) - Creator interview.
- Claude Code LSP Explained (opens in a new tab) - Serena/LSP integration channel.
- Elite Context Engineering with Claude Code (opens in a new tab) - Course walkthrough, one of four lessons behind the agentic coding framework principles on this page.
- HOOKED on Claude Code Hooks (opens in a new tab) - Practitioner walkthrough.
- How Claude Code Works (opens in a new tab) - Prompt Layer founder at AI Engineer conference.
- How I ACTUALLY Use Claude Code - Complete Workflow (opens in a new tab) - AIS community creator.
- I finally CRACKED Claude Agent Skills (opens in a new tab) - Practitioner walkthrough, one of four lessons behind the agentic coding framework principles on this page.
- LATEST Claude Code Features & Tools (opens in a new tab) - Claude Code Mastery channel.
- Master Claude Code: Proven Daily Workflows from 3 Founders (opens in a new tab) - Three founder workflows.
Which design principles shape Claude Code?
From How Claude Code Works
Source: How Claude Code Works (opens in a new tab)
- Trust in the model. When in doubt, rely on the model.
- Simple design wins. One while loop. Flat is better than nested.
- Bash is all you need. Minimize tool count. Lean on universal tools.
- Context management matters. The longer the context, the stupider the agent.
- Different perspectives matter. No single best coding agent. Mix and match.
From the agentic coding framework
- The Core Four: Context, Model, Prompt, Tools. Master these fundamentals.
- R&D Framework: Reduce and Delegate to manage context.
- Focused agent = performant agent. One agent, one purpose.
- Consistency beats complexity. Same prompt formats, same section names, every time.
- Better > More > Custom. Progress through the agent sophistication ladder.
- In-loop > Out-loop > ZTE. Graduate from babysitting to autonomous agents.
From founder workflows
Source: Master Claude Code: Proven Daily Workflows from 3 Founders (opens in a new tab)
- Explore, Plan, Execute. Never skip to execute.
- Double-escape is your best friend. Fork smart contexts, reuse them.
- Fire bad contractors. If Claude goes wrong, don’t correct – restart.
- My Developer trick. Separate planner from developer for honest feedback.
- Fight enterprise defaults. Explicitly say: no backwards compatibility, no graceful fallbacks, delete dead code.
Related
- Context Engineering: the techniques that keep the context window focused.
- Prompt Engineering: how to structure the prompts and commands the agent runs.
- Claude Code Ecosystem: the plugins, skills and hooks built around the harness.
- The agent loop: the loop Claude Code runs, described for any agent.
- Memory and Context Engineering: the discipline behind the context ceiling, beyond one tool.
- AI Coding Tools: the other agents and editors that run the same kind of loop.
In this section
- Context Engineering
Claude Code techniques for a lean session: the context cost of MCP servers, priming over a growing CLAUDE.md, fresh-agent handoffs, compact versus clear.
- Prompt Engineering
For anyone writing prompts for Claude Code: format levels, a section-by-section structure for agentic prompts, and Anthropic's recommended techniques.