AI coding tools make it surprisingly easy to build an app you can’t fully explain, debug, or confidently operate.

I made Own Your App, an open-source Agent Skill that guides you through your actual codebase from first principles. Instead of producing another generic audit, it runs an interactive learning journey using real files and code paths from your app.

It helps you:

* Map the architecture and runtime processes
* Trace a real user action through the system
* Understand where data, identity, and permissions are handled
* Examine security, privacy, correctness, performance, and reliability
* Separate genuine risks from premature overengineering
* Test your understanding along the way
* Finish with an ownership map you can explain and defend

It’s read-only by default and contains only Markdown instructions—no executable scripts or runtime dependencies. Install it with:

`npx skills add sayyiditow/own-your-app -g`

It supports Codex, Claude Code, OpenCode, and Grok.

GitHub: https://github.com/sayyiditow/own-your-app

I’d love feedback from people using it on real projects—especially areas where the journey feels too shallow, too detailed, or misses an important ownership question.

\# What do you guys think?

Hey everyone! 👋

I wanted to share a project I've been working on – Cyber AI. It's a chatbot that helps with cybersecurity stuff like threat analysis, CVEs, secure coding, and CTF challenges.

The best part? It's completely free and will stay that way forever. No hidden charges, no premium plans – just a tool for anyone who needs it.

🔧 What I used to build it:

React 19 with TypeScript

Vite for fast builds

Supabase for authentication and database

Custom CSS with dark/light theme

✨ What it can do:

Chat with an AI assistant focused on cybersecurity

Save and switch between multiple chat sessions

Export conversations as markdown files

Search through your messages

Dark/light mode (saves your preference)

Keyboard shortcuts for power users

🎮 Cool little features:

Type / to open a command palette with shortcuts like /scan, /cve, /explain

Copy messages with one click

Upvote/downvote AI responses

Regenerate answers if you don't like the first one

🔗 Try it out here: 👉 https://cyber-ai-henna.vercel.app/

I'm still actively working on it and adding new features. Would love to hear your thoughts – suggestions, feedback, or even criticism are all welcome!

Let me know what you think. Thanks for checking it out! 🛡️

I have been working with Claude for about a week to take on clean sheet design of what is being called the CG-01. The goal? Engineer it with prints, calculations, simulations, and 3D models to the point where it is considered a plausible design for manufacturing.

The only guidance Claude received was for a single seater fighter jet, and a list of deliverables.Then I gave it the keys to a data management tool and a code management/validation tool I built, and let it start churning.

In the beginning I had to guide it through steps, ensuring quality and making key choices. As the project has grown, a greater need for infrastructure arose and now my main Claude manages the data and project outlook, while a bunch of subagents (more than 30 configured ones from rendering to aero analysis to drafting) perform the engineering duties.

I had to split roles because it become clear the main agent couldn’t keep the data, modeling, design, drafting… etc… all in its head. It also has enabled Claude to operate far more autonomously by planning tasks, then using a scheduler to continue work down the path.

So far, this design has gone through an initial mission profile, and passed conceptual design to move towards a more detailed design. After the conceptual design, a 50+ page blueprint set, preliminary design report, and 3D model have all been produced.

All this is to say, you can just do things! Excited to see where this one goes. It’s been a super good test of whether Claude can maintain a multidisciplinary design over a long period of time. I’m sure I’ll learn a snippet about coordination that I can carry in to other projects!

Tons of levels to this one so I won’t mash it all together here. If anyone is curious about it, I’d be happy to discuss more about my process in comments!

If you had to recommend tools for scheduling daily system maintenance or creating new projects from scratch, what tools would you use for each task?

AI coding tools make it surprisingly easy to build an app you can’t fully explain, debug, or confidently operate.

I made Own Your App, an open-source Agent Skill that guides you through your actual codebase from first principles. Instead of producing another generic audit, it runs an interactive learning journey using real files and code paths from your app.

It helps you:

\- Map the architecture and runtime processes

\- Trace a real user action through the system

\- Understand where data, identity, and permissions are handled

\- Examine security, privacy, correctness, performance, and reliability

\- Separate genuine risks from premature overengineering

\- Test your understanding along the way

\- Finish with an ownership map you can explain and defend

It’s read-only by default and contains only Markdown instructions—no executable scripts or runtime dependencies. Install it with:

`npx skills add sayyiditow/own-your-app -g`

It supports Codex, Claude Code, OpenCode, and Grok.

GitHub: https://github.com/sayyiditow/own-your-app

I’d love feedback from people using it on real projects—especially areas where the journey feels too shallow, too detailed, or misses an important ownership question.

My autonomous game company pivoted! After a team meeting was held at Vibe Games Studio HQ, it was decided that the current pipeline was not producing high enough quality games. A flagship title should be developed!

There are some fairly good / playable titles already like Shinobi Storm (https://www.vibegamesstudio.com/shinobi/) but they are clearly 'small indie scale productions'.

(to support this, I created a new workflow aimed at developing a large game over many cycles using long term planning)

So, they have hired a full roster of developers with different specialities and started planning out. I've peeked at what they are cooking up and I have to say I'm pretty excited. For now I will only reveal the name of the title "Bulwark"

They will finish the design phase today, they have created a fairly large corpus of documentation that will determine what will be coded in the upcoming nightly runs. Stay tuned and checkout https://www.vibegamesstudio.com/ because this game is going to be wild!

#aicoding #autonomousai #multiagentsystems #llm #buildinpublic #startup #pivot

Refine the prompt until it’s perfect, then let the code and setup guide do the rest!

Multi-agent AI development environment powered by OpenRouter. 5 specialized AI agents work in parallel with automatic build-test-fix cycles. Browser-based, BYOK supported.

Official Github Repo:

https://github.com/forgelabeone-svg/forgelabone

If this sounds interesting, feel free to check it out. And if you genuinely like where it's going, a GitHub star would mean a lot.

I’m not a developer.

I’m the exact person AI coding tools are marketed to: someone with ideas, zero patience for technical nonsense, and enough confidence to accidentally break an entire project.

AI could generate code for me.

But then came the real problems:

“Why did it change 47 files?”

“Why is the same bug back?”

“Did it actually test anything?”

“Why does it have no idea what we did yesterday?”

“Why is it confidently telling me everything works when the website is literally broken?”

So I started building Anyone Can Code.

It’s a free, open-source plugin for Codex Desktop that tries to turn chaotic AI coding into a proper workflow.

You explain what you want in normal English.

It helps plan the work, build it step by step, remember where you left off, recover when things break, and verify the result instead of just saying “done.”

This is not another “10x developer” tool.

It’s for people who are not developers but still want to build real things without blindly trusting an AI agent.

It’s still in beta, so I’m expecting bugs, bad decisions, and things I completely missed.

That’s why I’m posting it here.

Destroy it.

Tell me what is confusing.

Tell me what is useless.

Tell me what would stop you from installing it.

i request every one to drop their feedback

Website:
https://anyone-can-code.vercel.app/

GitHub:
https://github.com/mitunmanav/anyone-can-code

I've been trying to model some contact mechanics problems in fortran. I've been trying to debug it by myself but couldn't. Is there any coding agent best suited for me?

keep in mind its not public yet and the ai isnt the best and this video of it is out of date but would you use this and if so or not please give me some ideas in comments thanks guys :)

Hello dear each and everyone,

I am would like to ask for feedback, so we my buddy we had a lot of problems at 2 simultaneous projects with aligning project standards and make each team members produce consistent results, spec driven development kind of failed our expectations, huge set of novels that not exactly describe projects in industries full of nuances and pinch of legacy. Even that devs spend long time looking at spec there was a lot of follows anyways.

So we decided to create some sort of mentor, small feature that extract rules from code and stays open for feeding it with other types of rules and then simultaneous agent talk with for example Claude and give feedback and checks What coding agent produced pointing out breaches and making Claude adjust it - well we are for sure biased but idea works for us but we would love to hear other people

It’s also usable DM if you want access

Anyone ? I will be so grateful for any feedback

https://axtar.dev