Comment by lxdesk

Sounds like you may be getting close to an ideal result, at least for this project! :) Nice on the use of SQLite - I agree that it's right in the ballpark of usability if you're just occasionally editing or doing simple turn-taking.

When you create gameplay tests, one of the major limitations is in testing data. Many games end up with "playground" levels that validate the major game mechanics because they have no easier way of specifying what is, in essence, a data bug like "jump height is too short to cross gap". Now, of course you can engineer some kind of test, but it starts to become either a reiteration of the data (useless) or an AI programming problem that could be inverted into "give me the set of values that have solutions fitting these constraints" (which then isn't really a "test" but a redefinition of the medium, in the same way that a procedural level is a "solution" for a valid level).

It's this latter point that forms the basis of many of the "little languages". If you hardcode the constraints, then more of the data resides in a sweet spot by default and the runtime is dealing with less generality, so it also becomes easier to validate. One of my favorite examples of this is the light style language in Quake 1: https://quakewiki.org/wiki/lightstyle

It's just a short character string that sequences some brightness changes in a linear scale at a fixed rate. So it's "data," but it's not data encoded in something bulky like a bunch of floating point values. It's of precisely the granularity demanded by the problem, and much easier to edit as a result.

A short step up from that is something like MML: https://en.wikipedia.org/wiki/Music_Macro_Language - now there is a mostly-trivial parsing step involved, but again, it's "to the point" - it assumes features around scale and rhythm that allow it to be compact. You can actually do better than MML by encoding an assumption of "playing in key" and "key change" - then you can barf nearly any sequence of scale degrees into the keyboard and it'll be inoffensive, if not great music. Likewise, you could define rhythm in terms of rhythmic textures over time - sparse, held, arpeggiated, etc. - and so not really have to define the music note by note, making it easy to add new arrangements.

With AI, a similar thing can apply - define a tighter structure and the simpler thing falls out. A lot of game AI FSMs will follow a general pattern of "run this sequenced behavior unless something of a higher priority interrupts it". So encode the sequence, then hardcode the interruption modes, then figure out if they need to be parameterized into e.g. multiple sequences, if they need to retain a memory scratchpad and resume, etc. A lot of the headache of generalizing AI is in discovering needs for new scratchpads, if just to do something like a cooldown timer on a behavior or to retain a target destination. It means that your memory allocation per entity is dependent on how smart they have to be, which depends on the AI's program. It's not so bad if you are in something as dynamic as a Lisp, but problematic in the typical usages of ECS where part of the point is to systematize memory allocation.

With painting what you're looking for is a structuring metaphor for classes of images. Most systems of illustration have structuring metaphors of some kind specifically for defining proportions - they start with simple ratios and primitive shapes, and then use those as the construction lines for more detailed elements which subdivide the shapes again with another set of ratios. This is the conceptual basis of the common "6-8 heads of height" tip used in figure drawing - and there are systems of figure drawing which get really specific about what shapes to draw and how. If I encode such a system, I therefore have a method of automatic illustration that starts not with the actual "drawing" of anything, but with a proportion specification creating construction lines, which are then an input to a styling system that defines how to connect the lines or superimpose other shapes. Something I've been experimenting with to get those lines is a system that works by interpolation of coordinate transforms that aggregate a Cartesian and polar system together - e.g. I want to say "interpolate along this Cartesian grid, after it's been rotated 45 degrees". It can also perform interpolation between two entirely different coordinate systems(e.g. the same grid at two different scales). I haven't touched it in a while, but it generates interesting abstract animations, and I have a vision for turning that into a system for specifying character mannequins, textures, etc. Right now it's too complex to be a good one-liner system, but I could get there by building tighter abstractions on it in the same way as the music system.

My main thing this year has been a binary format that lets me break away from text encodings as the base medium, and instead have more precise, richer data types as the base cell type. This has gone through a lot of iteration to test various things I might want to encode and forms I could encode them in. The key thing I've hit on is to encode with a lot of "slack" in the system - each "cell" of data is 16 bytes; half of that is a header that contains information about how to render it, its ID in a listing of user named types, bitflags defined by the type, a "feature" value(an enumeration defined by the type), and a version field which could be used for various editing features. The other half is a value, which could be a 64-bit value, 8 bytes, a string fragment, etc. - the rendering information field indicates what it is in those general terms, but the definite meaning is named by the user type. The goal is to use this as a groundwork to define the little languages further - rather than relying on "just text" and sophisticated parsing, the parse is trivialized by being able to define richer symbols - and then I can provide more sophisticated editing and visualization more easily. Of course, I'm placing a bet on either having an general-purpose editor for it that's worthwhile, or being able to define custom editors that trivialize editing, neither of which might pan out; there's a case for either "just text" or "just spreadsheets" still beating my system. But I'd like to try it, since I think this way of structuring the bits is likely to be more long-run sustainable.