I'm wondering why isn't there any language agnostic AST, commonly referred to as intermediate representation, and higher level logic such as data flow graph built on Tree-sitter. I mean writing the Grammer is of course something that is mandatory but it seems like programming languages are too much different in the architectural level of Tree-sitter
There is probably no such thing, because it would be hard to map programming language concepts onto each other perfectly. OK, you could have a union of those concepts in the IR, but the the benefit of IR would disappear, because you will have to deal with all the things on the next layer.
This is exactly right. You either end up with something very low-level (on the level of LLVM IR, for instance)—which means you aren't constructing and analyzing high-level language constructs anymore—or with something high-level but with many language-specific special cases grafted on.
Where we've found success is in stepping back and creating formalisms that are language-agnostic to begin with, and then using tree-sitter to manage the language-specific translations into that formalism. A good example is how we use stack graphs for precise code navigation [1], which uses a graph structure to encode a language's name binding semantics, and which we build up for several languages from tree-sitter parse trees [2].
Languages are generally only similar at a superficial level and have a lot of fractal detail with high variance.
For your data flow graph, are you going to handle copy constructors, assignment operator overloads, implicit conversions etc. like you see in C++? Or how about overload resolution: figuring out which method wins out over all candidates requires details about the convertibility of types, and how the language ranks candidates based on conversions required. And let's not forget Koenig lookup.
Things like Tree-sitter can discover definitions, declarations and invocations, but matching the right declaration for an invocation isn't trivial in the presence of overloads.
To be a bit pedantic, an AST is a kind of IR that represents syntactic constructs. Languages have different syntaxes so you can't really have a language agnostic syntax tree.
Consider three languages, one with binary operators but no function application, and another with only function application, and a third with both. What would the "agnostic" AST be, except a union of the AST of the first two?
Fix that worked for me: clear all history (all checks are applied). Possibly a lighter version e.g. last 1 day would be enough, although I haven't tried it.
I've greatly improved as a developer by reviewing code, this improved my project and improved team alignment, that's much more valuable than getting inputs from human linter.
Interestingly no one suggested YC could actively contacts inventors which just share their work/research with the world and suggest mentoring or drive toward business. It could be seen as a super early lead generator. How common/possible in this scenario?
Interesting points. Do you think YC actively contacts inventors which just share their work/research with the world and suggests mentoring or drives toward business forming?
But really, good job! very nice game, fun and challenging