diff --git a/web/tvl/blog/2024-02-tvix-update.md b/web/tvl/blog/2024-02-tvix-update.md
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+It's already been way too long since the last update here. It doesn't mean
+nothing has moved forward since, in fact a lot of things happened, but while
+there's been a talk about Tvix at [NixCon 2023][nixcon2023], as well as a
+[Nix Developer Dialogue Interview][nix-dev-dialogues-tvix], we never found the
+time to write something down - time to change that :-)
+
+## Evaluation regression testing
+Most of the Evaluator work has been driven by evaluating nixpkgs, and ensuring
+we "evaluate it the same", which ultimately means we produce the same builds and
+end up with the same store paths.
+
+We don't build things yet, but at least for nixpkgs (which doesn't do any IFD),
+it's possible to just peek at the `outPath` (and `drvPath`) of a package, and
+compare the calculated store path(s) with what Nix produces to determine if they
+use the same build recipe (for the package as well as all of its dependencies)
+[^1].
+
+We added some "integration tests" to our CI ensuring we keep getting the same
+output and drv paths as Nix, and already have quite complicated expressions in
+there and passing, like firefox, which exercises some of the more hairy bits in
+nixpkgs (like cross-compilation infrastructure for WASM). Yay!
+
+Even though we're not getting into very fine-grained optimization until we're
+sure Tvix evaluates nixpkgs in a compatible fashion, we still want to have an
+idea about evaluation performance, and how it changes over time.
+To do this, we extended our benchmarks and wired them into
+[Windtunnel][windtunnel], which now regularly runs benchmarks and provides
+graphs of how the benchmark results change over time, from commit to commit.
+
+In the future, we plan to extend this to also run this as a part of code review,
+before changes are applied to our main branch. This will make it easier to see
+changes in performance right in the web interface, without having
+to do a manual benchmark locally before and after the change.
+
+## `builtins.derivation[Strict]`, ATerms and output path calculation
+These two are obviously needed to compare any derivation. As an interesting side
+note, in Nixcpp, the former is defined by a piece of
+[bundled-in-Nix `.nix` code][nixcpp-builtins-derivation], that massages some
+parameters around and then calls the "native" `derivationStrict` - so
+implementing them required having the necessary tooling in Tvix to have builtins
+defined in `.nix` source code).
+
+`builtins.derivation[Strict]` returns an attribute set with the previously
+mentioned `outPath` and `drvPath` paths. Implementing that correctly required
+implementing output path calculation the same way as Nix does (bit-by-bit).
+
+Very little of how the output path calculation works is documented anywhere
+in Nixlang. It uses a subset of [ATerm][aterm] internally, produces
+"fingerprints" containing hashes of these ATerms, which are then hashed again.
+The intermediate hashes are not printed out anywhere (except if you [patch nix]
+[nixcpp-patch-hashes] to do so).
+
+We already did parts of this correctly while starting this work on
+[go-nix][go-nix-outpath] some while ago, but found some more edge cases and
+ultimately came up with a nicer interface than there.
+
+All the Derivation internal data model, ATerm serialization and output path
+calculation been sliced out into a more general-purpose
+[nix-compat][nix-compat-derivation] crate, alongside with more documentation
+unit tests and a Derivation ATerm parser, so hopefully this will now be more
+accessible for everyone now.
+
+Note our builtin does *not* yet persist the Derivation anywhere "on
+disk" (though we have a debug CL that does write it to a temporary directory,
+in case we want to track down differences).
+
+## `tvix-[ca]store`
+Tvix now has a store implementation!
+
+### The Nix model
+Inside Nix, store path contents are normally hashed and communicated in NAR
+format, which is very coarse and often wasteful - a single bit of change in one
+file in a large store path causes a new NAR file to be uploaded to the binary
+cache, which then needs to be downloaded.
+
+Additionally, identifying everything by the SHA256 digest of its NAR
+representation makes Nix store paths very incompatible with other
+content-addressed systems, as it's a very Nix-specific format.
+
+### The more granular Tvix model
+After experimenting with some concepts and ideas in Golang, mostly around how to
+improve binary cache performance [^3], both on-disk as well as over the network,
+we settled on a more granular, content-addressed and general-purpose format.
+
+Internally, it behaves very similar to how git handles tree objects, except
+blobs are identified by their raw BLAKE3 digests rather than some custom
+encoding, and similarly, tree/directory objects use the BLAKE3 digest of its
+canonical protobuf serialization as identifiers.
+
+This provides some immediate benefits:
+ - We only need to keep the same data once, even if it's used across different
+   store paths.
+ - Transfers can be more granular and only need to fetch the data that's
+   needed. Due to everything being content-addressed, it can be fetched from
+   anything supporting BLAKE3 digests, immediately making it compatible with
+   other P2P systems (IPFS blake3 blobs, …), or general-purpose
+   content-addressed caches ([bazel-remote]).
+
+There's a lot more details about the data model, certain decisions etc. in
+[the docs][castore-docs].
+
+### Compatibility
+We however still want to stay compatible with Nix, as in calculating
+"NAR-addressed" store paths the same, support substituting from regular Nix
+binary caches, as well as storing all the other additional metadata about store
+paths.
+
+We accomplished this by splitting the two different concerns into two separate
+`tvix-store` and `tvix-castore` crates, with the former one holding all
+Nix-specific metadata and functionality, and the latter being a general-purpose
+content-addressed blob and filesystem tree storage system, which is usable in a
+lot of contexts outside of Tvix too. For example, if you want to use
+tvix-castore to write your own git alternative, or provide granular and
+authenticated access into large scientific datasets, you could!
+
+### Backends
+In addition to a gRPC API and client bindings, there's support for local
+filesystem-based backends, as well as for sled, an embedded K/V database.
+
+We're also currently working on a backend supporting most common object
+storages, as well as on more granular seeking and content-defined chunking for
+blobs.
+
+### FUSE/virtiofs
+A tvix-store can be mounted via FUSE, or exposed through virtiofs [^4].
+While doing the obvious thing - allowing mounting and browsing the contents
+of the store, this will allow lazy substitution of builds on remote builders, be
+in containerized or virtualized workloads.
+
+We have an example in the repository seeding gnu hello into a throwaway store,
+then booting a MicroVM and executing it.
+
+### nar-bridge, bridging binary caches
+`nar-bridge` and the `NixHTTPPathInfoService` bridge `tvix-[ca]store` with
+existing Nix binary caches and Nix.
+
+The former exposes a `tvix-[ca]store` over the common Nix HTTP Binary Cache
+interface (both read and write).
+
+The latter allows Tvix to substitute from regular Nix HTTP Binary caches,
+unpacking NARs and ingesting them on-the-fly into the castore model.
+The necessary parsers for NARInfo, signatures etc are also available in the
+[nix-compat crate][nix-compat-narinfo].
+
+## EvalIO / builtins interacting with the store more closely
+tvix-eval itself is designed to be quite pure when it comes to IO - it doesn't
+do any IO directly on its own, but for the very little IO functionality it
+does as part of "basic interaction with paths"[^2] (like importing other
+`.nix` files), it goes through an `EvalIO` interface, which is provided to the
+Evaluator struct on instantiation.
+
+This allows us to be a bit more flexible with how IO looks like in practice,
+which becomes interesting for specific store implementations that might not
+expose a POSIX filesystem directly, or targets where we don't have a filesystem
+at all (like WASM).
+
+Using the `EvalIO` trait also allows avoiding the `tvix-eval` crate to get too
+strongly coupled to a specific store implementation, hashing scheme etc [^2].
+As we can extend the set of builtins available to the evaluator with "foreign
+builtins", these can live in other crates.
+
+Following this pattern, we started implementing some of the "basic" builtins
+that deal with path access in `tvix-eval`, like:
+
+ - `builtins.pathExists`
+ - `builtins.readFile`
+
+We also recently started working on more complicated builtins like
+`builtins.filterSource` and `builtins.path`, which are also used in nixpkgs.
+
+Both import a path into the store, and allow passing a Nix expression that's
+used as a filter function for each path. `builtins.path` can also ensuring the
+imported contents match a certain hash.
+
+This required the builtin to interact with the store and evaluator in a very
+tight fashion, as the filter function (written in Nix) needs to be repeatedly
+executed for each path, and its return value is able to cause the store to skip
+over certain paths (which it previously couldn't).
+
+Getting the abstractions right there required some back-and-forth, but the
+remaining changes should land quite soon.
+
+## Catchables / tryEval
+As you may know, Nix has a limited exception system for dealing with
+user-generated errors: `builtins.tryEval` can be used to detect if an expression
+fails (if `builtins.throw` or `assert` are used to generate it). This feature
+requires extra support in any Nix implementation, as errors may not necessarily
+cause the Nix program to abort.
+
+The C++ Nix implementation just reuses the C++ language-provided Exception
+system for `builtins.tryEval` which Tvix can't (even if Rust had an equivalent
+system):
+In C++ Nix the runtime representation of the program in execution corresponds
+to the Nix expression tree of the relevant source files. This means that an
+exception raised in C++ code will automatically bubble up correctly since the
+C++ and Nix call stacks are equivalent to each other.
+Tvix compiles the Nix expressions to a byte code program which may be mutated
+by extra optimization rules (for example, we hope to eliminate as many thunks as
+possible in the future). This means that such a correspondence between Nix and
+the (in this case) VM runtime is not guaranteed.
+
+Previously, `builtins.tryEval` (which is implemented in Rust and can access VM
+internals) just allowed the VM to recover from certain kinds of errors. This
+proved to be insufficient as it [blew up as soon as a `builtins.tryEval`-ed thunk
+is forced again][tryeval-infrec]—extra bookkeeping was needed. As a
+solution, we now store thunk evaluation errors that can be recovered from as
+`Value::Catchable` which mitigates this problem.
+
+As you can imagine, storing evaluation failures as "normal" values quickly leads
+to all sorts of bugs because most VM/builtins code is written with only ordinary
+values like attribute sets, strings etc. in mind.
+While ironing those out, we made sure to supplement those fixes with as many
+test cases for `builtins.tryEval` as possible. This will hopefully prevent any
+regressions if or rather when we touch this system again. We already have some
+ideas for replacing the `Catchable` value type with a cleaner representation.
+
+## String contexts
+For a long time, we had the [working theory][refscan-string-contexts]
+of being able to get away with not implementing string contexts, but
+instead do reference scanning on a set of "known paths" (and not implement
+`builtins.unsafeDiscardStringContext`).
+
+Unfortunately, we ultimately discovered we won't be able to do that, mostly due to a
+[bug in Nix][string-contexts-nix-bug] that's worked around in the nixpkgs'
+`stdenv.mkDerivation` implementation, but impossible to fix in Nix without
+breaking all hashes.
+
+So we recently added support for string contexts into our `NixString`
+implementation, implemented the (`unsafeDiscardStringContext`, `getContext`)
+builtins, as well as some more unit tests that introspect string context
+behaviour of various builtins.
+
+## Strings as bstr
+C++ nix uses C-style zero-terminated char pointers to represent strings
+internally - however, until recently, Tvix has used Rust `String` and `str` for
+string values. Since those are required to be valid utf-8, we haven't been able
+to properly represent all the string values that Nix supports.
+
+We recently converted our internal representation to `BString`, which allows
+treating a `Vec<u8>` as a "morally-string-like" value.
+
+## JSON/TOML/XML
+We added support for the `toJSON`, `toXML`, `fromJSON` and `fromTOML` builtins.
+
+`toXML` is particularly exciting, as it's the only format that allows expressing
+(partially applied) functions. It's also used in some of Nix' own test suite, so
+we can now include these in our unit test suite (and pass, yay!).
+
+## Builder protocol, drv->builder
+Some work went into the Builder protocol, and how Tvix represents builds
+internally.
+
+Nix uses Derivations (in A-Term) as nodes in its build graph, but it refers to
+other store paths used in that build simply by these store paths *only*, and
+doesn't encode their expected *content hashes* anywhere.
+
+In Nix, this poses a big problem as soon as these builds are scheduled on remote
+builders: Builds scheduled to a builder are not truly hermetic, but rely on that
+referred store path to actually have the same contents as the machine
+orchestrating the build (or at least very similar).
+
+If a package is not binary reproducible, this can lead to so-called
+[frankenbuilds][frankenstein-build]
+Even ignoring this problem, we still rely on state (the exact contents of that
+output in the remote builders' Nix Store), and making them appear there (if they
+can't be substituted) requires the one scheduling the build to copy them over,
+and be a trusted user.
+
+We wanted to eliminate this hermiticity problem in the internal data model
+that Tvix uses to manage builds, by not relying on external state, and instead
+explicitly tracking both build inputs as well as produced outputs by their
+contents, too.
+
+---
+
+That's it for now!
+
+---
+[^1]: Why this means it's using the same build recipes is due to how the output
+      path calculation for input-addressed paths works, more of that in the
+      next section.
+[^2]: That's the same reason why `builtins.derivation[Strict]` also lives in
+      `tvix-glue`, not in `tvix-eval`.
+[^3]: See [nix-casync](https://discourse.nixos.org/t/nix-casync-a-more-efficient-way-to-store-and-substitute-nix-store-paths/16539)
+      for one example - investing content-defined chunking (while still keeping
+      the NAR format)
+[^4]: Strictly speaking, not limited to tvix-store - literally anything
+      providing a listing into tvix-castore nodes.
+
+[aterm]:                      http://program-transformation.org/Tools/ATermFormat.html
+[bazel-remote]:               https://github.com/buchgr/bazel-remote/pull/715
+[castore-docs]:               https://cs.tvl.fyi/depot/-/blob/tvix/castore/docs
+[frankenbuild]:               https://blog.layus.be/posts/2021-06-25-frankenbuilds.html
+[go-nix-outpath]:             https://github.com/nix-community/go-nix/blob/93cb24a868562714f1691840e94d54ef57bc0a5a/pkg/derivation/hashes.go#L52
+[nix-compat-derivation]:      https://docs.tvix.dev/rust/nix_compat/derivation/struct.Derivation.html
+[nix-compat-narinfo]:         https://docs.tvix.dev/rust/nix_compat/narinfo/index.html
+[nix-dev-dialogues-tvix]:     https://www.youtube.com/watch?v=ZYG3T4l8RU8
+[nixcon2023]:                 https://www.youtube.com/watch?v=j67prAPYScY
+[nixcpp-builtins-derivation]: https://github.com/NixOS/nix/blob/49cf090cb2f51d6935756a6cf94d568cab063f81/src/libexpr/primops/derivation.nix#L4
+[nixcpp-patch-hashes]:        https://github.com/adisbladis/nix/tree/hash-tracing
+[refscan-string-contexts]:    https://inbox.tvl.su/depot/20230316120039.j4fkp3puzrtbjcpi@tp/T/#t
+[store-docs]:                 https://cs.tvl.fyi/depot/-/blob/tvix/store/docs/api.md
+[string-contexts-nix-bug]:    https://github.com/NixOS/nix/issues/4629
+[tryeval-infrec]:             https://b.tvl.fyi/issues/281
+[why-string-contexts-now]:    https://cl.tvl.fyi/c/depot/+/10446/7/tvix/eval/docs/build-references.md
+[windtunnel]:                 https://staging.windtunnel.ci/tvl/tvix
diff --git a/web/tvl/blog/default.nix b/web/tvl/blog/default.nix
index 4aac1b731..a8721d93e 100644
--- a/web/tvl/blog/default.nix
+++ b/web/tvl/blog/default.nix
@@ -23,5 +23,14 @@
       content = ./tvix-status-202209.md;
       author = "tazjin";
     }
+
+    {
+      key = "tvix-update-feb-22";
+      title = "Tvix Status - February '24";
+      date = 1707472132;
+      content = ./2024-02-tvix-update.md;
+      author = "flokli";
+      draft = true;
+    }
   ];
 }