This markdown mirror is a partial solution to a problem that does not exist in "normal" Logseq (what's being rebranded to Logseq OG). The markdown files ARE the data (which syncs beautifully over Dropbox and the like.)
I am a Logseq user and I was under the impression that development had stalled or better, stabilized (frankly, most software does NOT need a constant stream of updates). Based on this post, it looks like they're back - and they've chugged some vibe juice.
Code is not spec. There is an implementation spectrum.
On one end, you have code that can perform only the behaviour explicitly declared in the spec, but has to be thrown away and rewritten for any new or updated spec.
On the other end, you have code that implements or anticipates a wide range of future possible specs including the given one.
The AI can operate on any point on this spectrum, but it's not very good at choosing. The more complex the software, the more such choices need to be made.
When the number of bad choices reaches a certain critical mass, even a skilled engineer becomes powerless to undo all the bad choices, and even a powerful model becomes unable to reduce it back to a coherent spec.
Sounds like a good system. To use the analogy from ths other comment, this would be like running an image through JPEG compression twice.
The issue happens then if you're updating the individual research files on a regular basis. (Or making a long series of commits on a starting code base.) Every edit has a chance of doing a drive-by cleanup on nearby lines. Over a long enough timeline, it'll ablate your logic into something featureless, like if you compress an image too many times.
Also coding agents will happily compile android applications (of maximum complexity) via Github Actions where you can just pick them up with Obtainium. No PC needed
you already could! just install Termux, npm install your favourite agent harness (pi for one has explicit Termux support, but its AGENTS.md works just fine with Claude Code for example - https://github.com/badlogic/pi-mono/blob/main/packages/codin...), and say you want an android app. It problem solves for a bit, then spits out an apk out to your Downloads folder.