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Built Forge Crew, a local-first multi-agent software engineering workspace for working across large existing codebases.
A central orchestrator coordinates specialist engineering agents for architecture, backend, frontend, databases, deployment, testing and review. The system maintains durable task context, routes work between agents, executes controlled tools and validations, handles failures and retries, and keeps the user in control through approval gates and reviewable changes.
The goal is to make agentic software development structured, observable and auditable rather than allowing autonomous coding agents to modify repositories as a black box.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Building an interactive Python visualizer for DSA & LeetCode logic
Struggling with abstract data structure flows—like pointers, recursion, and tree traversals—is one of the biggest bottlenecks when learning DSA. To solve this, I’m actively developing a web application that turns Python code into step-by-step visual executions in real time.
Instead of trying to trace complex execution flow on paper or guessing what line of code broke your logic, the tool visualizes exactly how your variables and data structures mutate as the Python code runs.
Check out the short walkthrough video attached to see the tool in action.
The app is currently supported for Python, and I am actively refining the platform based on real usage. I’m opening up testing and looking for honest feedback on the visualization clarity and user experience so I can keep making it better. Anyone who tries it out and shares feedback will get full lifetime access to all premium features.
Try it here: CodeToAnim
Drop your thoughts or suggestions in the comments—I'd love to hear what you think!
Pointer movement and recursion stack frames are exactly the two things a static diagram can't teach, which is why I love this topic . Showing the call stack grow and unwind is worth more than any explanation of recursion I've read. Are you visualizing user submitted code or a...
I turned greenaidigital.com into a game.
GreenAI Flight is a 3D hangar on the 60th floor of a tower in a full city you can fly around. Roblox-style, in the browser, one file, no install.
Press O and you're the owner. Walk the hangar with WASD, walk up to a GREENAIFLIGHT jet, press E, and fly it out over the city. Throttle, bank, pitch, land back on the roof.
Every piece of equipment in the hangar is a piece of what greenaidigital.com sells😍 - The drafting table is where a client's system gets designed.
- The forge is where it gets built.
- The switchboard / network bay is the phone lines and inboxes: the AI receptionist that answers the calls you'd otherwise miss.
- The test rig is where every system gets broken on purpose before a client ever sees it.
- The delivery dock is onboarding: the system going out the door and staying up.
- The marketing studio is positioning, copy, paid media, analytics and outreach.
- The drone & robotics lab is the inspection side we're building next.
Fifteen AI agents work those stations live, and the work log along the bottom is the real one.
Outside: gun-camera turrets sweeping the tower, a security helicopter on patrol, and a Green AI Inc. sign on the roof. Because why not.
Fly it: greenaidigital.com/demons
Built with Three.js. If you want your own business as a world people can walk through, that's a thing I build.
The part that holds up past the novelty is that every station maps to a real business function — drafting table as design, test rig as QA before a client ever sees it. Without that 1:1 mapping it's just a flex; with it, it's actually explaining the service.
New here. My visibility score is 59 and I want to understand how this actually works.
If you've built up a profile on Contra what moved the needle? Projects, services, posting consistently, something else? I'd rather learn from people who've done it than guess.
Some context on where I'm coming from. I spent the last year on Upwork and hit Top Rated Plus with just over $100k earned. But I remember the start clearly: empty profile, no clients, no reviews, applying into silence. That part was not fun and it took a while.
So I know what this phase looks like. Empty profile again, score at 59, starting over. The difference is I've done it once, and I know it comes down to staying consistent when nothing's happening yet.
Here's my plan, and I'm posting it publicly so I actually stick to it: I'll ship work, publish every project, share what I'm building, and post updates as the profile grows including the parts that don't work.
I build AI agent systems and automation. Recent work: a multi-agent platform with 12 role-scoped specialists, a grant intelligence tool for nonprofits, and an n8n pipeline running unattended for a healthcare SaaS.
Follow along if you want to watch someone build a profile from zero. And if you've got advice on the discovery score, I'm listening.
Basically, when you hit certain milestones, the number goes up. Profile quality, number of likes, payment goals (1k, 5k, 10k...), client reviews... The higher the number, the better your visibility on the platform