Let's chill just a little bit on the "TLA+ will save AI from itself" narrative

141 points•b-man•about 12 hours ago•32 comments•

32 comments

sourdecorabout 9 hours ago
I discovered Quint[0] due to this comment[1] on HN. Quint is "an executable specification language [which works in JavaScript] with delightful tooling based on the temporal logic of actions (TLA)". I think it is awesome and anybody interested in TLA+ should check it out.

[0]: https://github.com/quint-co/quint

[1]: https://news.ycombinator.com/item?id=49865720

singronabout 8 hours ago
I love this. This is great to read if you are trying to use TLA+ for something.

In a different vein, another thing TLA+ isn't great at is modeling atomics and in particular weak-memory semantics or anything that's not sequentially consistent. If you translate your algorithm to pcal, it will run as if it was sequentially consistent. If you need to model non-sequential-consistency, then that needs to be spelled out with explicit logic to TLA+, which is probably too complicated and error-prone to do by hand. The C/C++/Rust memory models permit a lot of wacky stuff. I imagine you need to add read caches and writeback buffers for each variable with cache-flushing instructions at appropriate points, but maybe there is a more elegant way to do it.

If you use rust, miri and loom both have analyzers that can check some non-sequentially-consistent behavior (and loom doesn't actually implement sequential-consistency at all).

kccqzyabout 7 hours ago
I think the style guides I’ve seen only permit acquire/release memory orders for locks, and relaxed for simple counters. Anything more complicated including lockless hashtables or RCU, using seq_cst is required by the style guide.

The restriction is a good thing because there are very few humans who can reason about acquire/release semantics in situations other than locks.

senderistaabout 6 hours ago
Which style guides? That makes no sense to me because 1) if you're writing a lock-free algorithm/data structure you presumably both know what you're doing and care a lot about performance, 2) many lock-free algorithms don't even require any seq_cst operations (or equivalent fences), and 3) weak memory orderings can be essential to getting acceptable performance in critical paths.

I would also note that aside from formal methods, LLMs are absolutely not trustworthy but the top frontier models can reason to some degree about weak memory orderings, and can at least find concurrency bugs which can be later confirmed by human expert review (preferably after eliminating false positives via adversarial LLM review of the findings).

hansvmabout 6 hours ago
Yeah, the last time I had to check anything regarding memory orderings, I wrote a custom analyzer for that problem. It's...not easy. The state space is enormous too, so even with compiled code I had to take some shortcuts and prove parts of the problem by hand.
ahelwerabout 7 hours ago
This is true, and it falls into the "possible but not ergonomic" category for modeling systems like this in TLA+. Concurrent programs reading & writing to shared variables can be reordered at two levels: the compiler, and then the CPU. Specifying this in TLA+ is possible but difficult, and your conventional TLA+ specification will assume things happen in a linear order within each thread, and are interleaved arbitrarily between threads. In other words by default PlusCal works like there is both a barrier and memory fence between each action. Even with strong memory semantics like x86-TSO, specifying something like the action of the store buffer (where a core writes a value and can read the updated value but its write is not yet visible to other cores) requires actually writing your own tiny implementation of x86-TSO; there isn't one already defined as a library you can easily use.

I've been thinking lately about how to make this more ergonomic, as I've been getting into lock-free algorithms and would like to be able to specify them nicely in TLA+.

anonymousDanabout 3 hours ago
For C++ GenMC is probably the state of the art for this: https://plv.mpi-sws.org/genmc/

There's also RustMC for Rust.

adamddev1about 9 hours ago
Great write-up. People keep saying "we can just write tests" or more recently "we can use formal verification," thinking these are sufficient safeguards we can use and then relegate all the implementation to LLMs. But the fact is that probabilistic guessing machines can't save them. People can't escape the need to actually understand the things they are building.
rozapabout 5 hours ago
I recently had this discussion with an energetic junior coworker who just learned about TLA+ and thought it would solve all the problems. I think it probably did give the LLM that he was using to do the actual implementation a better starting off point, but the obvious gap remains, which is whether or not the spec (TLA) matches the implementation (elixir) which there's just not a good answer for. I encouraged him to put his TLA code in our docs folder, because as far as I'm concerned, it's just a suggestion, and then write (and understand...) some property tests about the feature.

I think there probably is some value in vibecoding TLA specs and not actually understanding the invariants yourself, but it's way oversold by the talking heads of the tech world, and the gaps need to be filled in some other way if you refuse to write your own code.

panarky39 minutes ago
Speaking as a probabilistic guessing machine who tries to actually understand the thing I'm building, this approach hasn't proven foolproof either.
_fluxabout 8 hours ago
These probabilistic guessing machines are pretty great for creating these formal models, e.g. TLA+, and then guessing if the implementation aligns with the spec.. In fact, it's my go-to tool for constructing soft guardrails for the model, so the design it's going to implement is logically sound. Same as for people: it's easier to make something working when you have a spec that is working.

Of course, it still allows the risk that you don't actually get to understand it.

jlduggerabout 8 hours ago
> People can't escape the need to actually understand the things they are building.

While on the one hand, you do need some kind of grounding in human specification for what to build and what good looks like, any particular defect humans can find should be findable via software.

nonethewiserabout 6 hours ago
I wonder if asking an LLM to model their implementation in TLA+ first would improve their implementations.
baqabout 6 hours ago
It does somewhat, or at least used to for a few months. Nowadays it kinda seems that the models have internalized something like TLA and are thinking in it in parallel to thinking in the language they’re writing, so it doesn’t help as much. This is all educated guesses from me, I’ve been telling models to do TLA back in the stone age around February and stopped seeing improvements when telling them to start with specs.

I’m however pretty sure that if you push a good model hard enough on a code base complex enough it’ll find stuff it wouldn’t have otherwise, the Specula folks have some experience with this.

https://github.com/specula-org/Specula

senderistaabout 6 hours ago
A TLA+ spec defines both a model and properties (global invariants). How do you know that the properties the LLM specifies are the ones you care about?
rrookabout 9 hours ago
i think part of this is a shortcoming of our programming languages. generally, languages allow for the expression of partial graphs, which makes the verification problem technically challenging. my take is that a language that only exposes closed-graph semantics could help bridge the gap between the model and the implementation, even if not absolute.
bunderbunderabout 8 hours ago
What you say reminds me of the "Von Neumann Languages Lack Useful Mathematical Properties" section in John Backus's Turing award paper. One of his criticisms of what we would now call imperative languages is that they make it exceedingly difficult to formally prove facts about a program.

https://dl.acm.org/doi/epdf/10.1145/359576.359579

metabagelabout 4 hours ago
Love the inline footnotes!

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