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Learn Claude — Part 7: Coding with Claude & Claude Code

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Learn Claude — Part 7: Coding with Claude & Claude Code

Coding is Claude's most celebrated strength, and it comes in two distinct modes: chat-assisted coding (you drive, Claude advises) and agentic coding with Claude Code (Claude drives, you review). Professionals use both — and know when each applies.

Mode 1: Chat-assisted coding, done properly

The four core moves — generate, debug, explain, review — you likely know. What separates effective use is how:

Debugging: give the full picture. The highest-value debugging prompt contains three things: the complete error message (or a screenshot — vision works), the relevant code, and what you already tried. That last one prevents Claude from suggesting the fix you've already ruled out.

State your environment, always. "React 18 + TypeScript, no external libraries, must support older browsers" transforms answer quality. Put your permanent stack in Project instructions (Part 6) so you never repeat it.

Review with a rubric. "Review this" gets generic praise. "Review for: security issues, error handling gaps, and anything that will confuse the next developer — cite line numbers" gets a real review. Then run the reversal from Part 3: "now argue why your suggested refactor might be a mistake."

Learn, don't just paste. The prompt "add comments explaining the why of each block, and tell me one concept I should study" turns every answer into a lesson. Beginners: combined with Artifacts (Part 5), you can build and understand real projects from day one.

Verify by execution. Claude's code is good but not guaranteed. The loop is: run it → paste any error back → repeat. Fast, and honest.

Mode 2: Claude Code — the agentic shift

Chat coding has a ceiling: you are the hands, copying snippets file by file. Claude Code removes it. It's a tool from Anthropic that runs in your terminal (with desktop and mobile apps too, and IDE integrations) with direct access to your project. Given a task, it:

  1. Explores your codebase — reads files, understands structure

  2. Plans the change and shows you the plan

  3. Executes — edits multiple files, runs commands and tests

  4. Self-corrects — sees failing tests and fixes its own work

  5. Reports — you review the diff, like a pull request from a colleague

The difference in kind: "add password-reset flow to this app" is one instruction, not forty copy-pastes.

Getting started: requires a paid Claude plan or API access. Install via npm (npm install -g @anthropic-ai/claude-code), run claude inside your repo. Current setup details: docs.claude.com/en/docs/claude-code.

Working professionally with Claude Code

Write a CLAUDE.md. A file in your repo root that Claude Code reads automatically — your Project instructions, but for code: build commands, conventions, architecture notes, "never touch X" warnings. Ten minutes writing it pays back on every session.

Plan before executing. For non-trivial tasks, ask for a plan first and approve it before edits begin. Steering a plan is cheap; unwinding a wrong implementation is not.

Scope tasks like tickets. "Fix the timezone bug in report generation" succeeds. "Make the app better" wanders. If you couldn't hand it to a junior dev as written, don't hand it to the agent.

Review diffs like a reviewer, not a spectator. You remain the engineer of record. Agentic speed plus rubber-stamp review is how subtle bugs ship. Tests, permissions on risky commands, and git are your safety rails — commit before big agent sessions.

Know the escalation ladder. Quick question → chat. Single-file snippet → chat + Artifact. Multi-file feature, refactor, test-suite work → Claude Code. Choosing the right rung is the skill.

A realistic session

you:    (in repo) claude
you:    Our /export endpoint times out on large datasets.
        Find the cause and propose a fix — plan first.
claude: [reads code] The endpoint loads all rows into memory...
        Plan: stream results, add pagination, update 2 tests. Proceed?
you:    Proceed.
claude: [edits 3 files, runs tests, one fails, fixes it]
        Done — diff ready for review.

That's the shape of modern development: you supply judgment and intent; the agent supplies throughput.

Exercise

Non-developers: in chat, build a small web page in an Artifact, then ask Claude to explain every block and quiz you on it. Developers: install Claude Code on a side project, write a minimal CLAUDE.md, and delegate one well-scoped ticket — plan-first. Review the diff critically. Form your own opinion of where the ceiling is.

Next up

Part 8, the finale: the API, automation, and the habits that make all of this durable — the full professional's toolkit.

Learn Claude

Part 6 of 6

An 8-part journey from your first message to professional mastery of Claude AI. Start with how LLMs actually work (tokens, context windows), master conversation mechanics and advanced prompting, then level up to real data analysis, building apps with Artifacts, professional workflows with Projects and connectors, agentic coding with Claude Code, and finally the API and automation. Every part ends with a hands-on exercise — you won't just read about Claude, you'll build with it.

Start from the beginning

Learn Claude — Part 1: What Claude Is & How It Actually Works

Welcome to Learn Claude, a series that takes you from your first message to professional-level workflows: advanced prompting, data analysis, building apps, Claude Code, and the API. This first post bu