I give it enough context that I’m used to giving human level developers and it’s been quite useful. But if you’re new to programming you probably don’t have those docs in mind to give to language model. Since you are learning, try asking GPT4 to write you specs and standard code requirements like a CONTRIBUTION.md and USAGE.md and README.md, etc. Especially a CHANGELOG.md Once you have these specs sorted out with GPT4o, saved them as a file and upload them to Claude. Then you can work out issues with GPT4o and when you have alignment on how to solve the problem, then instruct Claude to execute the plan. There’s no reason you couldn’t do this in two different Claude threads by the way — one being a product manager and the other being a software engineer— however revisions and debugging is a chore with Claude due to the message limits. It’s much more efficient to work out problems with ChatGPT and then go execute on Claude.ai. You can use the CHANGELOG.md to help communicate updates and give context between the two services. As I don’t know empirically if this helps but I always start with: “Using the chain-of-thought of a Engineer” and then list out details about the files I want it to check.” Here’s a simple example Using the same chain-of-thought as a Game Developer, you’ll work on a simple 2D platformer game using Python. Key skills: Python, Pygame, basic understanding of game loops and event handling. Responsibilities: - Develop core game mechanics (e.g., player movement, collision detection) - Implement level design with simple platforms and obstacles Review: `Game_Design_Document.md` and `Code_Structure.md` for guidelines. Ask questions after reviewing. We’ll update `SPEC-001.md` based on playtesting feedback. Main task: Create `Level_1.py` with fully functional game mechanics. Hope this helps. Answer from westmarkdev on reddit.com
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Claude
claude.ai
Claude
Talk with Claude, an AI assistant from Anthropic
https://claude.ai/new?ref=blog.ktz.me
Talk with Claude, an AI assistant from Anthropic
Claude.ai login
Draft and iterate on websites, graphics, documents, and code alongside your chat with Artifacts. ... Per month with annual subscription discount ($200 billed up front). $20 if billed monthly.Try Claude
Claude AI Chat
Talk with Claude, an AI assistant from Anthropic
Claude AI
Talk with Claude, an AI assistant from Anthropic
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Claude
claude.com › product › claude-code
Claude Code - AI coding agent for terminal & IDE | Claude
1 month ago - Claude Code is an agentic AI coding tool that understands your entire codebase. Edit files, run commands, debug issues, and ship faster—directly from your terminal, IDE, Slack or on the web.
Discussions

Can someone explain how to actually use Claude for coding projects>
I give it enough context that I’m used to giving human level developers and it’s been quite useful. But if you’re new to programming you probably don’t have those docs in mind to give to language model. Since you are learning, try asking GPT4 to write you specs and standard code requirements like a CONTRIBUTION.md and USAGE.md and README.md, etc. Especially a CHANGELOG.md Once you have these specs sorted out with GPT4o, saved them as a file and upload them to Claude. Then you can work out issues with GPT4o and when you have alignment on how to solve the problem, then instruct Claude to execute the plan. There’s no reason you couldn’t do this in two different Claude threads by the way — one being a product manager and the other being a software engineer— however revisions and debugging is a chore with Claude due to the message limits. It’s much more efficient to work out problems with ChatGPT and then go execute on Claude.ai. You can use the CHANGELOG.md to help communicate updates and give context between the two services. As I don’t know empirically if this helps but I always start with: “Using the chain-of-thought of a Engineer” and then list out details about the files I want it to check.” Here’s a simple example Using the same chain-of-thought as a Game Developer, you’ll work on a simple 2D platformer game using Python. Key skills: Python, Pygame, basic understanding of game loops and event handling. Responsibilities: - Develop core game mechanics (e.g., player movement, collision detection) - Implement level design with simple platforms and obstacles Review: `Game_Design_Document.md` and `Code_Structure.md` for guidelines. Ask questions after reviewing. We’ll update `SPEC-001.md` based on playtesting feedback. Main task: Create `Level_1.py` with fully functional game mechanics. Hope this helps. More on reddit.com
🌐 r/ClaudeAI
92
180
August 9, 2024
Claude Code is the best coding agent in the market and it's not close
One really strange thing on my Mac is that I just find Claude code easy to read in the terminal. But everything else including codex and open source codex forks with a whole bunch of themes all seem to be super hard to read any of the actual text. I don't get it. Should be so easily to make text readable in terminal that it makes me think it's my Mac os settings that happens to be bad with everything apart from Claude code More on reddit.com
🌐 r/ClaudeAI
115
249
1 month ago
Using Claude Code heavily for 6+ months: Why faster code generation hasn't improved our team velocity (and what we learned)
Forcing the basics really helps with this in terms of follownign Basic guidelines Linters Typing and the likes. TDD is best. If you’re robust tests are passing, you rarely need to care. If your feature/objective is critical, might as well spend the time to check it. I work in AI, and for me personally, I never use AI to write evaluation/metric code because that is basically a deal breaker and very hard to catch when wrong. More on reddit.com
🌐 r/ClaudeAI
78
438
November 9, 2025
Claude Code changed my life
It's hard to explain to someone if they haven't been involved in the industry for a while. Now I get to run through 15 or 20 ancient and terrible private GitHub repos to the measure to make something out of something or dump it Every new idea that I put into a voice note or scratch Pad now has legs. Redid my old rickety website with fantastic new technology and every new idea I had I simply threw it into a voice note practically while it was working on it for a real time edit and update as I was looking on the second monitor via npm run dev. Old semi-impossible thoughts are now reality. Taking scraps of data into a project and building a Neo 4j graph with all the security and bells and whistles with a Next JS front end with correlation and schema and analysis... is a day. Maybe a weekend to really snaz it up. Structured workflows with mcp tools like playwright, Serena, Synk, sequential thinking, context 7, allows full cradle to grave Construction of a highly performant Enterprise product practically Within an eight hour working window. Parallel agent handoff is insane. A2A is a thing. Some of the newer Gemini models are quite good. An extensive line of business historically now has fresh awesomeness. Cybersecurity log analisys SIEM  and API Construction happens at the speed of thought. My RMM has an API with almost executive level permissions and the dashboard is little wacky so we rebuild the entire thing to run locally and runs better with better reporting. The computer forensics business relied on old Windows programs with bad block storage bad file analysis and slow and clunky database and painful UI. Now? Rebuilt the entire thing into CLI and process images much faster much more cleanly and I get the analysis and Reporting exactly the way I want simply for asking. Also analyzes file structure and determines encryption and timeline and what it is and how to present it in ways I could never do with the UI and even thinks of new things to put into it. Magic. I'm struggling to leave the house :) blew past Pro in a day and trying to stay on 5x. More on reddit.com
🌐 r/ClaudeAI
334
872
June 21, 2025
People also ask

Does Claude Code work with the Claude desktop app?
Yes. Max, Pro, Team, and Enterprise users can access Claude Code on the Claude desktop app.
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claude.com
claude.com › product › claude-code
Claude Code - AI coding agent for terminal & IDE | Claude
Is Claude Code secure?
Yes. Claude Code runs locally in your terminal and talks directly to model APIs without requiring a backend server or remote code index. It also asks for permission before making changes to your files or running commands.
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claude.com
claude.com › product › claude-code
Claude Code - AI coding agent for terminal & IDE | Claude
Which models does Claude Code use?
Claude Code works with the Opus 4.5, Sonnet 4.5, and Haiku 4.5 models. Enterprise users can run Claude Code using models in existing Amazon Bedrock or Google Cloud Vertex AI instances.
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claude.com
claude.com › product › claude-code
Claude Code - AI coding agent for terminal & IDE | Claude
🌐
Prismic
prismic.io › blog › claude-code
Why Claude Code Changed My Mind About AI Development
Honest Claude Code review from a former AI skeptic. Learn how this terminal-based coding assistant became essential to my workflow as a senior engineer.
Published   August 6, 2025
Views   666K
🌐
Builder.io
builder.io › blog › claude-code
How I use Claude Code (+ my best tips)
September 29, 2025 - This is actually useful because as you use more AI tools, your PR volume increases. And honestly? Claude often finds bugs that humans miss. Humans nitpick variable names. Claude finds actual logic errors and security issues. The key is customizing the review prompt. Out of the box, it's way too verbose and comments on every little thing. Claude will add a claude-code...
🌐
Reddit
reddit.com › r/claudeai › can someone explain how to actually use claude for coding projects>
r/ClaudeAI on Reddit: Can someone explain how to actually use Claude for coding projects>
August 9, 2024 -

I paid for Claude pro because i've been hearing that people have used it to do insane things with coding, basically writing entire projects just with claude. I'm trying to use it to design a simple game in python. It's not super complicated, it's something I could write myself but it would take me quite a while as I'm not fast at coding. maybe my expectations were too high but based on what other people were saying I thought I could get claude to basically write the whole program for me with the right prompting.

But I don't really understand how people have used claude do build projects successfully at all. Its capability and understnad of code is quite impressive for an AI, it's certianly much smarter than chat gpt4o. But it seems to hit a wall super quickly if I send it my code and try to have it add new features. And whenever it gets stuck, if I explain to it the problem, its answer is always to add a bunch of extra redundant functions that "check" (unsuccesfully) for the issue if it arises, instead of actually trying to fix the bug.

additionally its code management seems atrocious so because I started the project using claude i'm nearly unable to start editing the code myself. the compartmentalization is terrible and there's tons of weird redundancies, unnused functions, unnecessary functions, and code in strange places.

i'm just wondering when people have made these projects using only Claude, how are you actually getting it to write code that you can put together into a large program? is there some organizational trick I'm missing?

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I give it enough context that I’m used to giving human level developers and it’s been quite useful. But if you’re new to programming you probably don’t have those docs in mind to give to language model. Since you are learning, try asking GPT4 to write you specs and standard code requirements like a CONTRIBUTION.md and USAGE.md and README.md, etc. Especially a CHANGELOG.md Once you have these specs sorted out with GPT4o, saved them as a file and upload them to Claude. Then you can work out issues with GPT4o and when you have alignment on how to solve the problem, then instruct Claude to execute the plan. There’s no reason you couldn’t do this in two different Claude threads by the way — one being a product manager and the other being a software engineer— however revisions and debugging is a chore with Claude due to the message limits. It’s much more efficient to work out problems with ChatGPT and then go execute on Claude.ai. You can use the CHANGELOG.md to help communicate updates and give context between the two services. As I don’t know empirically if this helps but I always start with: “Using the chain-of-thought of a Engineer” and then list out details about the files I want it to check.” Here’s a simple example Using the same chain-of-thought as a Game Developer, you’ll work on a simple 2D platformer game using Python. Key skills: Python, Pygame, basic understanding of game loops and event handling. Responsibilities: - Develop core game mechanics (e.g., player movement, collision detection) - Implement level design with simple platforms and obstacles Review: `Game_Design_Document.md` and `Code_Structure.md` for guidelines. Ask questions after reviewing. We’ll update `SPEC-001.md` based on playtesting feedback. Main task: Create `Level_1.py` with fully functional game mechanics. Hope this helps.
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Here's what I do:   1. Create a project in claude and give a detail description of the project 2.  Use the first chat to build a large design document BDUF style. 3.  Add that design doc as an artifact to the project. 4. Use a second chat to have claude write a prompt that works through the design document and analyzes the current state of the project each time a chat is started with it. 5. Repeatedly use part 4 prompt result to create new chats to implement features, generally starting with scaffolding out the major types with no implementations. 6. Repeatedly use part 4 prompt to implement individual functions in the scaffolds types. Repeat 4 5 and 6 as necessary until an MVP is achieved, and continue. I firmly believe the BDUF is a valuable thing, something generally looked poorly upon in software development, for good reason. However bduf tends to fail because project requirements change over time and its hard to manage those changes. The rapid development pace you can achieve alleviates that issue to some degree, but additionally its much easier to update the design document in this environment as well.
Find elsewhere
🌐
Claude
claude.com › solutions › coding
Coding | Claude
Transform your engineering workflow with our powerful coding model, available in Claude.ai and through the Claude API.
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Anthropic Courses
anthropic.skilljar.com › claude-code-in-action
Claude Code in Action
This course provides comprehensive training on using Claude Code for software development tasks, covering the underlying architecture of AI coding assistants, practical implementation techniques, and advanced integration strategies.
🌐
Reddit
reddit.com › r/claudeai › claude code is the best coding agent in the market and it's not close
r/ClaudeAI on Reddit: Claude Code is the best coding agent in the market and it's not close
1 month ago -

Claude Code just feels different. It's the only setup where the best coding model and the product are tightly integrated. "Taste" is thrown around a lot these days, but the UX here genuinely earns it: minimalist, surfaces just the right information at the right time, never overwhelms you.

Cursor can't match it because its harness bends around wildly different models, so even the same model doesn't perform as well there.

Gemini 3 Pro overthinks everything, and Gemini CLI is just a worse product. I'd bet far fewer Google engineers use it compared to Anthropic employees "antfooding" Claude Code.

Codex (GPT-5.1 Codex Max) is a powerful sledgehammer and amazing value at 20$ but too slow for real agentic loops where you need quick tool calls and tight back-and-forth. In my experience, it also gets stuck more often.

Claude Code with Opus 4.5 is the premium developer experience right now. As the makers of CC put it in this interview, you can tell it's built by people who use it every day and are laser focused on winning the "premium" developer market.

I haven't tried Opencode or Factory Droid yet though. Anyone else try them and prefer them to CC?

🌐
Product Talk
producttalk.org › claude-code-what-it-is-and-how-its-different
Claude Code: What It Is, How It's Different, and Why Non-Technical People Should Use It
November 23, 2025 - This is the fundamental shift: You stop using AI as a question-answering service and start building AI-powered systems that get better over time. Claude Code is launching agents to research 15 different competitors at the same time.
🌐
Anthropic
anthropic.com › engineering › claude-code-best-practices
Claude Code: Best practices for agentic coding
This post outlines general patterns that have proven effective, both for Anthropic's internal teams and for external engineers using Claude Code across various codebases, languages, and environments. Nothing in this list is set in stone nor universally applicable; consider these suggestions as starting points. We encourage you to experiment and find what works best for you! Looking for more detailed information? Our comprehensive documentation at claude.ai/code covers all the features mentioned in this post and provides additional examples, implementation details, and advanced techniques.
🌐
YouTube
youtube.com › watch
Introducing Claude Code - YouTube
We're launching Claude Code, our agentic coding tool, in a limited research preview. Claude Code lets developers delegate substantial engineering tasks to Cl...
Published   February 24, 2025
🌐
Anthropic
anthropic.com › news › claude-code-on-the-web
Claude Code on the web
November 12, 2025 - Today, we're introducing Claude Code on the web, a new way to delegate coding tasks directly from your browser. Now in beta as a research preview, you can assign multiple coding tasks to Claude that run on Anthropic-managed cloud infrastructure, ...
🌐
Reddit
reddit.com › r/claudeai › using claude code heavily for 6+ months: why faster code generation hasn't improved our team velocity (and what we learned)
r/ClaudeAI on Reddit: Using Claude Code heavily for 6+ months: Why faster code generation hasn't improved our team velocity (and what we learned)
November 9, 2025 -

Our team has been using Claude Code as our primary AI coding assistant for the past 6+ months, along with Cursor/Copilot. Claude Code is genuinely impressive at generating end-to-end features, but we noticed something unexpected: our development velocity hasn't actually improved.

I analyzed where the bottleneck went and wrote up my findings here.

The Core Issue:

Claude Code (and other AI assistants) shifted the bottleneck from writing code to understanding and reviewing it:

What changed:

  • Claude generates 500 lines of clean, working code in minutes.

  • But you still need to deeply understand every line (you're responsible for it)

  • Both you and your peer reviewer are learning the code.

  • Review time scales exponentially with change size

  • Understanding code you didn't write takes 2-3x longer than writing it yourself

🌐
Anthropic
anthropic.com › news › claude-opus-4-5
Introducing Claude Opus 4.5
November 24, 2025 - Our newest model, Claude Opus 4.5, is available today. It’s intelligent, efficient, and the best model in the world for coding, agents, and computer use. It’s also meaningfully better at everyday tasks like deep research and working with slides and spreadsheets.
🌐
Anthropic
anthropic.com › news › skills
Claude Skills: Customize AI for your workflows
October 16, 2025 - Yusuke Kaji, General Manager AI · PrevPrev · 0/5 · NextNext · eBook · Skills extend Claude Code with your team's expertise and workflows. Install skills via plugins from the anthropics/skills marketplace. Claude loads them automatically when relevant. Share skills through version control with your team.
🌐
Reddit
reddit.com › r/claudeai › claude code changed my life
r/ClaudeAI on Reddit: Claude Code changed my life
June 21, 2025 -

I've been using Claude Code extensively since its release, and despite not being a coding expert, the results have been incredible. It's so effective that I've been able to handle bug fixes and development tasks that I previously outsourced to freelancers.

To put this in perspective: I recently posted a job on Upwork to rebuild my app (a straightforward CRUD application). The quotes I received started at $1,000 with a timeline of 1-2 weeks minimum. Instead, I decided to try Claude Code.

I provided it with my old codebase and backend API documentation. Within 2 hours of iterating and refining, I had a fully functional app with an excellent design. There were a few minor bugs, but they were quickly resolved. The final product matched or exceeded what I would have received from a freelancer. And the thing here is, I didn't even see the codebase. Just chatting.

It's not just this case, it's with many other things.

The economics are mind-blowing. For $200/month on the max plan, I have access to this capability. Previously, feature releases and fixes took weeks due to freelancer availability and turnaround times. Now I can implement new features in days, sometimes hours. When I have an idea, I can ship it within days (following proper release practices, of course).

This experience has me wondering about the future of programming and AI. The productivity gains are transformative, and I can't help but think about what the landscape will look like in the coming months as these tools continue to evolve. I imagine others have had similar experiences - if this technology disappeared overnight, the productivity loss would be staggering.

Top answer
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It's hard to explain to someone if they haven't been involved in the industry for a while. Now I get to run through 15 or 20 ancient and terrible private GitHub repos to the measure to make something out of something or dump it Every new idea that I put into a voice note or scratch Pad now has legs. Redid my old rickety website with fantastic new technology and every new idea I had I simply threw it into a voice note practically while it was working on it for a real time edit and update as I was looking on the second monitor via npm run dev. Old semi-impossible thoughts are now reality. Taking scraps of data into a project and building a Neo 4j graph with all the security and bells and whistles with a Next JS front end with correlation and schema and analysis... is a day. Maybe a weekend to really snaz it up. Structured workflows with mcp tools like playwright, Serena, Synk, sequential thinking, context 7, allows full cradle to grave Construction of a highly performant Enterprise product practically Within an eight hour working window. Parallel agent handoff is insane. A2A is a thing. Some of the newer Gemini models are quite good. An extensive line of business historically now has fresh awesomeness. Cybersecurity log analisys SIEM  and API Construction happens at the speed of thought. My RMM has an API with almost executive level permissions and the dashboard is little wacky so we rebuild the entire thing to run locally and runs better with better reporting. The computer forensics business relied on old Windows programs with bad block storage bad file analysis and slow and clunky database and painful UI. Now? Rebuilt the entire thing into CLI and process images much faster much more cleanly and I get the analysis and Reporting exactly the way I want simply for asking. Also analyzes file structure and determines encryption and timeline and what it is and how to present it in ways I could never do with the UI and even thinks of new things to put into it. Magic. I'm struggling to leave the house :) blew past Pro in a day and trying to stay on 5x.
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What you may not realize is that Claude is most-likely making a mess of your code base. Maybe you'll get away with it, maybe it will burn you at some point in the future.
🌐
The Pragmatic Engineer
newsletter.pragmaticengineer.com › p › how-claude-code-is-built
How Claude Code is built - by Gergely Orosz
September 23, 2025 - Fun fact: 90% of code in Claude Code is written by itself! Building and shipping features in days – not weeks. The team is working at rapid pace, with around 5 releases per engineer each day. Prototyping is done surprisingly quickly: we go through 10+ actual prototypes for a new feature. It looks like AI agents really speed up iteration.
🌐
Medium
medium.com › dare-to-be-better › claude-code-the-ai-developers-secret-weapon-0faac1248080
Claude Code: The AI Developer’s Secret Weapon | by Max Petrusenko | Dare To Be Better | Medium
April 3, 2025 - The terminal-based AI assistant that’s transforming how elite developers work — without requiring you to change your workflow ... A few months ago, I was drowning in code debt. The startup I advise had pivoted twice, leaving us with a Frankenstein codebase that nobody fully understood. Technical documentation? Non-existent. Clean architecture? A distant memory. Then I discovered Claude Code.
🌐
Zapier
zapier.com › productivity › app tips
What is Claude Code? The AI coding tool anyone can use
August 5, 2025 - Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster through natural language commands.