Due to a trending increase in (mostly porn-related) spam, I set up a rule that will automatically flag anything posted by accounts less than 2 days old as spam.

I'll look at these postings and approve if we get any false positives. My apologies for this added complication but it's necessary at the moment, as anyone who browses the new page can tell you.

Any questions, please let me know.

Hey — solo dev here, posting my own project, so take that for what it's worth.

For the last few years I've maintained a low-code/no-code framework. It worked fine, but it was pre-AI: you configured entities and services by hand, and it generated the boring parts of a CRUD app for you.

When AI coding tools started getting good, I tried using them the normal way — describe what you want, let the model write the code. It worked, but I couldn't trust it past a certain point. Ask for the same thing twice, sometimes you get different output. Ask for a small change, sometimes the model touches things you didn't ask about. The prompt is the only source of truth, which in practice means there isn't really a source of truth at all.

So instead of generating code directly, I made the AI's job stop one step earlier: produce a structured, validated manifest describing what the app should be. Entities, fields, services, auth config, etc. That manifest gets:

- validated (structural / referential / constraint checks)

- diffed against the current state (semantic diff, not a text diff)

- resolved into a dependency-ordered execution plan

- executed by a deterministic engine, checkpointed so it can resume on failure

Change one field on one entity, and only the operations that field actually requires get re-run. Not a full regen.

There's also an MCP server (`@averos/mcp`) so an AI agent doesn't get raw file/shell access — it gets governed tools (propose a change, validate it, build a plan, and nothing executes until the plan's approved).

Current state, to be upfront about it: the CLI, the AI layer, MCP integration, and the workflow/execution adapter layer (currently Angular, via schematics — adapter pattern, so not permanently Angular-only) are MIT licensed and open now. The actual execution kernel (DAG engine + executor) is closed source for the moment — free to use including commercially, but not open yet. That's a deliberate, staged call while that part's still maturing, not a permanent thing. Wanted to say that plainly rather than bury it.

There's a working example (320-node generated app) you can run in a few commands if you want to see the whole pipeline rather than take my word for it.

- Repo: https://github.com/wiforge/averos

- How it works, in detail: https://www.wiforge.com/averos/how-averos-works/introduction/

- Get started: https://www.wiforge.com/averos/get-started/introduction/

Happy to answer questions or take criticism — especially interested if anyone's tried a similar manifest/IR approach and hit walls I haven't found yet.

Hey all! A little while back I shared ForesightJS, a library that predicts user intent from mouse movement (and keyboard tab navigation) so you can prefetch resources before a user actually hovers or clicks.

I've just released v4, and the biggest focus was making it much easier to integrate with modern frameworks.

Thats why we also introduced a Angular adapter!

Would love to hear what you think of the new release!

Also, we just crossed 1,700+ GitHub stars Thanks to everyone who's tried it, contributed, or shared feedback!

Hey everyone 👋

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Happy coding! 🚀

https://x.com/pladynski/status/2049222504842170535?s=46

How the observables and subscribe both takes observer...I am confused with these 3 plz explain Abt them someone