Great question! The general approach we take with transactional systems like this is to put reachability statements throughout the complex stateful machinery and then stress-test them in Antithesis.

The workload I put in place does exactly that[1]. It runs a write workload from multiple processes concurrently on the same SQLite database to cause writes to build up in the WAL, and runs checkpoints concurrently. This exercises the portion of the WAL code that, from a trivial read-through, is most likely to contain bugs (and turns out, did!).

Said differently, this is exactly the approach we take with all stateful transactional systems. I am only sad that I didn't do this experiment months earlier, as it would have saved Tailscale and the SQLite team a lot of time.

[1]: https://github.com/antithesishq/sqlite/blob/3.51.2-instrumen...

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Mawr an hour ago | parent [-]

> This exercises the portion of the WAL code that, from a trivial read-through, is most likely to contain bugs (and turns out, did!).

Suuure. So why exactly haven't you found this bug already a long time ago? I mean it is trivially obvious that this is where bugs in SQLite would be, right?

SQLite is open source and is one of the most popular databases, surely testing it to find bugs would also be obvious?

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carlsverre 23 minutes ago | parent | next [-]

We put many things to the test, but it costs money, and until very recently we haven't had a way to do this without a lot of human oversight. Now that we have https://github.com/antithesishq/antithesis-skills and LLMs are getting pretty reliably good at writing workloads, we are looking at ways to open up our technology to the OSS community. We have already started down that path with Etcd last year (https://etcd.io/blog/2025/autonomus_testing_with_antithesis/) and are working with various OSS groups to put more systems under test in a responsible way.

I'm not gonna lie, though, you're hitting a sore point. I'm absolutely kicking myself for not putting SQLite under test when I joined. The first few projects I put under test after joining were all projects that had a few properties: 1. The project had a path to a commercial deal 2. The project likely had interesting bugs to find

TBH, I didn't expect that one of the most widely used and well-tested pieces of software in existence would have a bug our fuzzer could find in 15 mins. (To be clear, this is not a hit on SQLite, just that our fuzzer is stupid good at finding race conditions. SQLite remains one of my favorite pieces of software ever.)

With this in mind, are there other similar projects that I'm not thinking of that I should put under test? Before you ask, I'm already scaling up my SQLite harness to cover more of its state space and run against master. Maybe I'll find something novel in SQLite after all! Never too late to check.

	▲	skybrian 7 minutes ago \| parent [-]
		Other embedded databases like Dolt? DuckDB? git?

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wwilson 26 minutes ago | parent | prev [-]

Brutally honest answer: it only recently became easy to get random systems under test with Antithesis without a bunch of manual/expert effort. Expect us to be reporting a lot of bugs against open source projects in the near future.