conductor(track): Add intent_dsl_survey_20260612 spec

Foundation research track. Produces a single markdown report at
docs/ideation/2026-06-12-intent-based-scripting-languages.md surveying
intent-based scripting languages and proposing a 4-tier vocab (~40
verbs) for a Meta-Tooling-facing intent DSL.

The report's 7 sections:
1. The 'intent-based' design philosophy (O'Donnell immediate-mode,
   Onat/Lottes hardware, CoSy open-vocab, Jofito intent-mapping)
2. Prior art across 8 clusters (0: IMGUI, 1: Concatenative,
   2: Array, 3: Intent-mapping, 4: Meta-Tooling, 5: SSDL shapes,
   6: Command Palette, 7: Result error handling)
3. The grammar (14 primitives formalized from user's pseudocode)
4. The 4-tier vocab (math, data pipeline, shell, AI-fuzzing tolerance)
5. Hardware mapping (4 anchor claims to Onat/Lottes/O'Donnell/APL-K)
6. AI-agent properties (10 claims tying to existing project
   architecture: Meta-Tooling domain, 3-layer security, 4 memory
   dimensions, stable-to-volatile cache, Result envelope,
   Command Palette 33 commands, Hook API, IEventTarget/sandbox,
   'reads are free')
7. Open questions for follow-up interpreter prototype + connection
   to intent_dsl_for_meta_tooling_20260608_PLACEHOLDER

Time-sensitive: report must complete before user's nagent v2.2.

No new src/ code, no new tests, no pyproject.toml changes.
Pure research deliverable.

docs/transcripts/Ddme7DwMQBI_jofito_jody_bruchon.txt

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+As you can see, you guys have managed to
+buy a solid day of developer time for
+Jofido in under 24 hours. I am truly
+humbled by your support. In fact, I'm so
+humbled that Danny the dinosaur back
+here has now decided to become my high
+priest,
+which is why there's that creepy staff
+thing that I'm a little afraid of.
+Anyway, um in order to avoid getting
+murdered by the magic, I'm going to show
+you what I've done
+just so that you can understand Jofido a
+little better. I have this nifty little
+diagram right here. Oh, no, no, Danny,
+please don't kill me for hiding you. But
+this is how we're going to be rust. It's
+pretty straightforward uh if you know
+what you're looking at. So, let me maybe
+pivot somewhere else, which is going to
+unfortunately force me to edit the
+video, and actually show you this
+diagram in a little bit more clarity.
+All right, this is going to make for the
+most awkward presentation I've ever
+given anyone ever.
+>> [cough]
+>> So, what [clears throat] we've got here
+is the old way of doing things. This is
+your standard pipeline. Um by the way,
+excuse the stacking everything up on
+VCRs. I didn't know what else to do. I
+don't have a proper table here.
+find dot {dash} type f pipeline to grep
+{dash} e The backslashes are escapes for
+the dot. jpg {dollar} sign {dash} e
+{backslash} {backslash} dot png {dollar}
+sign.
+What does this mean? Well, if we try to
+read it like a layman, it doesn't mean
+very much. Find whatever an f is. Uh I
+can think of some things that start with
+f that remind me of things that I don't
+want to find. But anyway, and then a a
+vertical symbol, and what is a grep? Who
+knows? And what are all these? I mean, I
+I I kind of know what jpg and png mean,
+but if I'm a layman, this is cryptic
+crap.
+>> [snorts]
+>> It's not just cryptic, it's inefficient
+beyond belief. So, here's what we've
+got.
+You'll notice
+>> [clears throat]
+>> that we have arrows going down to this
+box called pipe buffer.
+That's because if you run find, current
+directory as the root for the find,
+only return results that are type file,
+just as an example, um
+>> [clears throat]
+>> pipeline, it has to shovel the output of
+that as the input of grep. Grep is
+general regular expression parser.
+It's a big fancy state machine that
+takes a while to spin up and is not all
+that fast at just simple globbing, which
+is the term used to refer to finding
+basically
+um
+finding substrings in a string except in
+reverse.
+So,
+>> [cough]
+>> these grep [clears throat] expressions,
+which is the e's,
+say dot jpg or dot png, and {dollar}
+sign is code for the end of the line.
+You have to know all of that to make
+this work. This essentially finds every
+single file, but not directory, only
+actual files under the current
+directory,
+and then pipes that to grep to then
+further reduce the results so that you
+only have jpg or png file extensions at
+the end of the list.
+To do that, it has to jump through this
+pipe buffer. Now, the problem is some
+data will get kicked out of find, put
+into this intermediate buffer, and then
+pushed out of the intermediate buffer as
+the input of grep. Every [snorts] single
+time you send stuff through a pipe, or a
+consumer consumes the stuff through the
+other end of the pipe, you have a
+context switch. Also, I didn't
+illustrate it here, but you also have a
+problem where if the consumer isn't fast
+enough, the producer waits for the
+consumer, potentially running into a
+nasty time-sinking task of some sort
+along the way.
+But we're going to ignore that for now.
+So, every time you do a context switch,
+you're basically [clears throat]
+throwing away your CPU state and
+trashing your caches, which makes
+everything run slower, because now all
+this stuff you're doing the work for
+here is no longer in main memory, or
+rather in the L1 cache, which is your
+CPU's execution core's main memory. It
+gets thrown out and switched over to
+this one. You just keep bouncing back
+and forth, or whatever. So, you're
+destroying your cache coherency by
+duplicating data, because the pipe
+buffer doesn't just like magically drop
+itself into grep. It has to be fed
+through the interfaces that grep uses to
+input, be it fgets, which reads
+individual lines, or um fread, or just
+plain read. But one way or the other, it
+gets kicked out of this, which usually
+there's some kind of output interface
+here. Then it gets stored by proxy in a
+buffer. Then that same proxy is also
+kicking it out. So, there's all these
+switches between the contexts,
+and it wrecks your CPU performance. Now,
+it's also just generally inefficient and
+unreadable.
+Grep is also a beast. And at the end of
+it, all we're doing is printing the list
+of files that match. Now,
+my solution, Jofido, Jody's file tool,
+we'll say scan directory. And this is
+sort of the C function format. I'm sorry
+I had to break things across lines, cuz
+I wrote large, but
+it ends over here.
+So, scan directory,
+the first parameter is the same thing.
+It's dot. It's presented in double
+quotes so that we know it's a string. We
+know that it's actually meant to be text
+and not a variable name. That's
+important.
+But other than that oddity, this is the
+same. But here's how it differs.
+Find does not have grep. Find can't do
+the
+only match things against certain
+parameters, or only match things that
+don't meet certain parameters.
+Scan directory, however, has this curly
+brace filter
+that ends over here.
+Filter is a generic predicate that calls
+a particular kind of filtration on a
+string or list of strings,
+and then filters them as you want them.
+In this case, we would have a filter
+that filters extensions. JP JPG and PNG
+corresponding to JPEG and portable
+network graphics images.
+It's much easier to read. We know we're
+scanning a directory. The dot's cryptic,
+but it's the current directory. I mean,
+that's just you kind of have to accept
+that degree of the terminology here.
+Excuse the coughing.
+[cough and clears throat]
+Then this filter, what happens under the
+hood is scan directory alone can just
+start reading the directory contents,
+but filter
+runs in a parallel thread. And then
+you'll notice that's not the end of it.
+Then the last one is another predicate
+called print.
+The curly braces mean that it's a
+predicate. Basically, think of it as a
+modifier. And that's the end of the scan
+directory function. Now, we don't have
+to have a big pipe buffer. We don't have
+to have an output buffer, a pipe buffer,
+and an input buffer, which is what's
+really going on here under the hood with
+the C library.
+Instead, we're doing everything
+in-house. We do it all internal to
+Jofido. So, what we have is an arena. An
+arena is a kind of memory map where you
+just slam everything in order, and um
+you allocate in large chunks. And I
+don't want to go too far into it, but
+the bottom line is as the scan directory
+reads in
+these paths and stores them in the arena
+here,
+the filter predicate is chasing that
+arena. Rather than waiting to to be able
+to continue to scan the directory for
+the filter to make a decision, these run
+in parallel. If scan directory is faster
+than filter,
+then filter eventually has to catch up.
+But if filter is faster than scan
+directory, which is most likely,
+then filter
+catches up to
+It just stops. It doesn't process
+anymore
+until scan directory increments
+the size of this list, and that triggers
+filter. Its thread wakes up, sees that
+the increment's there, sees that the
+done flag for the operation it's
+supposed to filter hasn't been toggled,
+and bumps to the next item. So, in this
+way, we have a leader
+and a chaser.
+The chaser [clears throat] goes through,
+and that's what this blue arrow is here,
+and qualifies each one. This one's bad.
+Okay. So, what happens when filter finds
+this bad one?
+Scan directory has already moved past
+it. So, filter will deallocate this and
+detach it. There's a complicated way
+that I prevent deallocation of an object
+from the arena from causing an index
+mismatch, but it can All you need to
+know is that we can remove this item
+without the third chaser, or the second
+chaser, print here,
+having a problem where, oh no, there's
+an item that's gone, and now I see this
+is item three instead of four. We don't
+have that problem. Filter can
+immediately detach this.
+And now, when print goes through, it
+will never hit this. See, each one of
+these follows in order. This is the most
+subordinate. This is the leader. So,
+print is chasing filter is chasing scan
+directory. We have a situation here
+where if you have three cores or threads
+on a machine,
+the directory scan can be happening, and
+this actually would be happening in bulk
+with some of my optimizations.
+Then
+the filtration of that scan will be
+happening in another thread or on
+another core
+at the same time
+and will stop when it runs out of data
+and resume when more data is available.
+Then the subordinate here also, same
+deal. It will stop when the filter
+doesn't have any more filtered items
+available and continue when it does. So,
+scanning, filtering, and printing can
+all happen on a modern machine with
+multiple cores simultaneously.
+But the most important part is if we
+have the scanner, the filter, and the
+printer chasing all one after the other,
+the likelihood of say
+say the scanner here has just loaded
+bad.text into the list
+and then the filter here um has filtered
+just qualified abc.jpeg and the print
+has just printed xyz.png, right?
+So, these things are all assuming that
+the predicates here are fast enough,
+they're all kind of working in lockstep,
+which means that these items are still
+hot in the level one instruction and
+data caches as it's iterating through
+this list.
+So, rather than this situation where you
+have three separate lists that are in
+completely different places that are
+blowing out each other's L1 cache
+presence,
+our entire chain here
+is following one another. And the best
+part of all of this,
+which not other than the fact that print
+can output immediately instead of
+waiting,
+the best part is this part. Arena
+objects are destroyed once they're
+terminal.
+So,
+what [clears throat] makes an arena
+object terminal? Well, when filter
+filters out this,
+it can no longer be passed to any of the
+predicates that are subordinate to it
+that come later.
+So,
+print is not going to be able to print
+this.
+So, there's no more use for it. This
+object officially's dead. So, filter can
+say so. Filter can say, "Hey, this one's
+a no-no, kill it." And it gets killed
+and it gets marked as free in the arena.
+But then, when print prints this one and
+this one and this one and this one in
+order,
+as it's printing them, it is the
+terminal predicate. It is the end of the
+line. Nothing happens with this after
+print because we didn't assign the scan
+directory results to some variable to
+keep.
+So, once scan directory's done and print
+has completed, we don't need any of this
+anymore.
+But we don't deallocate it in bulk at
+the end.
+As print chips away at the list and is
+the tail end of this predicate chain,
+dump dump dump dump. Once an item is no
+longer needed, it is freed up. Once
+enough arena items have been freed up,
+this entire arena page can be compacted.
+And I don't want to go over it in this
+one, but maybe the next video if you're
+interested. The way that the arena works
+is we actually have an indirection
+block, think of it as over here
+somewhere,
+so that these high-level primitives
+point to indirection blocks, but the
+low-level locations are pointed to by
+the indirection blocks. So, this sees
+the list it's outputting at a fixed
+location
+that points to a variable location.
+So, we can move these around all we
+want. We can garbage collect as in free
+up memory and compact out the empty
+spaces all day long.
+And none of these predicates or filters
+or actions or verbs or whatever you want
+to call them have any idea that that's
+going on right behind their backs.
+Anyway, this is just a basic example of
+the kind of thing that I intend to do.
+This effectively replaces this find grep
+chain, which is a pretty common one. I
+actually use this pretty often to find
+all of the pictures under a certain
+folder. So, this is not some academic
+example. This is real world working with
+your hands on the metal, you know,
+system administration. I need to find
+all the pictures underneath this folder
+and get a list of them.
+And this is a common thing to do and
+there are steps along the way that make
+it a lot slower than it has to be. The
+longer you wait for one step to finish,
+the longer it takes everything down the
+pipeline to finish.
+Also, something I haven't talked about,
+uh maybe a little teaser for you guys,
+I want to replace find and grep with
+Jofedo primitives and scripts.
+Well, one of the solutions I have to,
+"Well, how are you going to integrate
+Jofedo in in like this and not lose the
+benefits of like of avoiding this pipe
+buffer?"
+I've come up with some tech called pipe
+coalescing where
+find and grep see their part of a
+pipeline. Find and grep see their the
+same
+Jofedo executable.
+And then find is the head, so it's the
+coordinator. And all the subordinates
+down the pipeline reach out to the head
+and say, "Hey,
+here's my script, here's my parameters,
+integrate me into you
+and I'll just become a hollow pipe that
+sends the final results down the line.
+Thus, find and grep and sort and unique
+and whatever else your big long stupid
+pipeline might use all get collapsed by
+Jofedo if they're all Jofedo scripts
+instead of the actual binaries, that is,
+into one unified Jofedo script in memory
+that then performs all these actions and
+thus can optimize away um cases where,
+for example, it would be wasteful to get
+certain information, um it it can
+optimize away that stuff and do it
+faster than you would ever be able to do
+it with a normal pipeline
+on your own.
+>> [clears throat]
+>> Anyway, I don't want to talk anymore. I
+know I've hit almost 15 minutes on just
+this part and I thought that this would
+be a good introduction to give you an
+idea of what we're doing here and why
+you funding Jofedo development is so
+important. This kind of logic is not
+something that just anybody can write.
+And even for me, it's not like this is
+necessarily easy. This is a lot of work
+and a lot of testing. So, look down um
+my Kofi will be in the description,
+possibly the pinned comment, um a link
+to the video that started all this,
+perhaps, too. And um thanks for your
+support. I hope to do you proud. Have a
+great day.