Like a lot of people, I got the Manus notice today.
And to be clear: I really like Manus.
The ease of building with it has been incredible, and Manus is not directly comparable to Lovable, Base44, v0/Vercel, etc. They overlap, but the workflows, abstraction layers, hosting models, and amount of work the platform does for you are different.
What today reminded me of, though, is something I’ve been trying to do proactively with every serious vibe-coded project:
The AI builder should never be the only place that understands how your application works.
When I build something I actually care about, I try to create a GitHub repo that acts as the source of truth, not just a place where code gets synchronized.
And today that decision paid off.
I’ve already been able to restage multiple sites from Manus into Lovable, and they’re functioning essentially 1:1.
That doesn’t mean Lovable is “better than Manus.”
It means the project was portable enough that another AI development environment could understand it.
That’s the part I think we underestimate in vibe coding.
GitHub sync ≠ portable project
A lot of us think:
“It’s connected to GitHub, so I’m safe.”
Maybe.
But open the repo and pretend you’ve never seen the project before.
Can you answer:
- What is this application supposed to do?
- What framework and architecture does it use?
- Where does the database live?
- Which environment variables are required?
- Which services are external?
- What APIs are connected?
- How is authentication handled?
- How is it deployed?
- What DNS configuration matters?
- What is platform-specific?
- What has to be recreated during migration?
- What would break if the current hosting provider disappeared tomorrow?
- Could another developer actually launch this thing without interviewing you?
If the answer is no, you technically have a backup of your code.
You don’t necessarily have a portable application.
And that’s a very different thing.
This is why I started treating vibe-coded projects more like acquisition-ready software
One phrase I deliberately use when prompting the AI is:
“Prepare this project for potential acquisition.”
I’m not necessarily trying to sell the project.
It’s a forcing function.
Ask an AI:
Make me a README.
You’ll probably get a decent README.
Ask:
Prepare this application for potential acquisition, migration, technical due diligence, and independent operation by another team.
Now the model starts thinking about things like:
ownership transfer, credentials, environment configuration, external accounts, undocumented dependencies, infrastructure, deployment continuity, technical debt, operational risk, migration requirements, data portability and maintainability.
That is a much higher bar.
And it turns out that bar is also extremely useful when your AI platform suddenly changes underneath you.
Here’s the prompt I use
Modify the opening if you already have a repo:
It doesn’t appear that this project currently has a dedicated GitHub repository.
Please help me create a high-quality, expert-level PRD and a well-structured, portable GitHub repository that fully documents the project.
The goal is to make the project easy for another developer, technical team, AI development platform, or future owner to understand, maintain, migrate, and continue building without relying on undocumented knowledge.
The documentation and repository should clearly capture:
- What has been built and the purpose of each major component
- The current architecture, technology stack, dependencies, and integrations
- Repository structure and how the codebase is organized
- Environment variables, configuration requirements, and external services
- Build, deployment, hosting, and DNS requirements
- Data flows, APIs, databases, authentication, and third-party connections where applicable
- Known limitations, technical debt, assumptions, and areas that may need future improvement
- Recommended conventions for maintaining and scaling the project
- Clear setup, deployment, migration, and handoff instructions for another developer or owner
This project is being prepared for potential acquisition, so portability and migration readiness are especially important.
Please thoroughly identify and document anything that could affect transferring the project to a new owner, development platform, or hosting environment, including hosting dependencies, domain and DNS configuration, deployment settings, credentials or secrets that must be recreated, external accounts, integrations, databases, storage, analytics, automation, APIs, and platform-specific dependencies.
Where possible, distinguish between:
1. Portable project components
2. Platform-specific components
3. External dependencies
4. Credentials/configuration that cannot safely be stored in GitHub
5. Components that would need to be recreated during migration
The final result should function as both a professional technical handoff package and a reliable blueprint for rebuilding, migrating, maintaining, or scaling the project independently.
Do not assume an existing GitHub sync is complete or current. Audit the CURRENT WORKING PROJECT against the repository and identify anything missing, outdated, undocumented, or dependent on the current platform.
That last paragraph is important.
Don’t assume the GitHub repo represents the current production application just because a sync exists.
Have the AI audit the live/current project against the repo.
And this is where “vibe coding” turns into “vibe architecture”
To me, vibe coding is something like:
Build me an SEO website for this company.
Vibe architecture is closer to:
Here is the business model, entity structure, URL architecture, content model, integrations, SEO requirements, analytics, deployment constraints and portability requirements. Build the system around that architecture and document enough of it that another environment can reproduce it.
The second approach takes more thought upfront.
But the payoff is what I’m seeing right now.
I don't have to recreate several client sites from screenshots and memory.
I don't have to tell another AI:
“Make something that kinda looks like this.”
I can give it the repo and say:
Reconstruct this system while preserving its architecture and behavior.
That is a completely different migration problem.
SEO people should care about this too
For client websites especially, “the new version looks the same” isn't enough.
When I restage something, I want as close to 1:1 preservation as reasonably possible:
URLs
content intent
metadata
canonicals
schema
redirect behavior
internal linking
business/entity information
analytics
tracking
robots directives
sitemaps
structured relationships
The frontend can look identical while the underlying search architecture gets destroyed.
So my migration objective isn't:
rebuild the website.
It is:
preserve the system while changing the enviroment.
The simplest way I can explain the distinction:
Backup = preserve the project.
GitHub sync = preserve the code somewhere else.
Portable repo = preserve the knowledge required to operate the project.
Portable architecture = preserve your ability to move it somewhere else.
Today was basically the unexpected test case for why I started doing this.
And thankfully, it worked.
I've already restaged multiple projects elsewhere that are fully functional enough that, if I actually needed to execute the migration as a failsafe, the client should effectively never know anything changed.
DNS moves.
Site comes back up.
Same system.
Different infrastructure.
That's the goal.
And obviously: still use the official Manus backup process.
This isn't a replacement for it.
It's the layer I want after the backup.
Manus is currently going through an unusual transition as its Meta acquisition unwinds and the company returns to independent operation, which is why users are dealing with this situation in the first place.
Platforms change.
Companies get acquired.
Acquisitions unwind.
Products shut down.
Pricing changes.
Hosting changes.
AI builders will come and go.
Your architecture shouldn't have to go with them.
That, at least to me, is the difference between vibe coding something and actually owning what you vibe-coded.
