radix v4

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diff --git a/src/_posts/2021-07-14-how-to-secure-a-webapp.md b/src/_posts/2021-07-14-how-to-secure-a-webapp.md
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--- a/src/_posts/2021-07-14-how-to-secure-a-webapp.md
+++ b/src/_posts/2021-07-14-how-to-secure-a-webapp.md
@@ -3,6 +3,7 @@ title: >-
     How to Secure a Webapp
 description: >-
     Get ready to jump through some hoops.
+tags: tech
 ---
 
 In this post I will be documenting all security hoops that one must jump through
diff --git a/src/_posts/2021-07-18-radix-v4.md b/src/_posts/2021-07-18-radix-v4.md
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@@ -0,0 +1,248 @@
+---
+title: >-
+    V4 of Radix, a Golang Redis Driver
+description: >-
+    What's new, what's improved, and where we're going from here.
+tags: tech
+---
+
+Radix is a Go driver for the [Redis][redis] database. The current stable release
+is v3, the docs for which can be found [here][v3]. Over the past year
+(perhaps longer) I've been working on a new version, v4, with the aim of
+addressing some of the shortcomings of v3 and distilling the API a bit better.
+
+At this point v4 is in beta. While there's still some internal bugs and QoL
+improvements which need to be made, the API is roughly stable and I wouldn't
+discourage anyone from using it for a non-critical project. In the coming months
+I intend on finishing the polish and tagging a `v4.0.0` release, but in the
+meantime let's go over the major changes and improvements in v4!
+
+You can see the v4 documentation [here][v4], if you'd like to follow along with
+any of the particulars, and you can see the full CHANGELOG [here][changelog].
+
+## Shoutouts
+
+Before continuing I want to give to give a huge shoutout to
+[nussjustin][nussjustin]. Since before v3 was even stable Justin has been
+contributing to radix in every way possible, from running benchmarks and making
+very low-level performance improvements to building whole user-facing features
+and responding to github issues when I get lost in the woods. Thank you Justin!
+
+## RESP3
+
+Starting at the lowest level, v4 supports new redis's new wire protocol,
+[RESP3][resp3]. This new protocol is (mostly) backwards compatible with the
+previous wire protocol, and is really more an extension than anything. The [new
+resp3 sub-package][resp3pkg] is capable of marshaling and unmarshaling all new
+wire types, including the streamed aggregates and streamed strings.
+
+A major improvement made on the API level is addition of the
+[resp.Opts][respOpts] type, which is used to propagate things like byte buffers
+and buffered readers. Doing this allows the resp3 package to reduce memory
+allocations without relying on something like `sync.Pool`, which introduces
+locking overhead.
+
+There's still some question to be answered regarding the best way for the main
+radix package to deal with the new push and attribute types, but the resp3
+package is general-purpose enough to handle most strategies in the future.
+
+In fact, the RESP3 protocol as a whole (and therefore v4's associated resp3
+sub-package) is totally usable outside of redis. If you're looking for a
+human-readable, binary safe, fast, and simple wire protocol which already has
+great tooling and libraries across multiple programming languages, I highly
+recommend checking out RESP3.
+
+## Conn
+
+Arguably one of the biggest design warts of v3, in my eyes, is the
+[CmdAction][cmdaction] type. This type required to allow for pipelining, which
+is a feature of redis where you can write new commands to a redis connection
+prior to previous ones returning their results. The major upside of pipelining
+is that N pipelined commands will only result in 2 system calls (a network write
+then a network read), rather than 2N system calls (N writes and N reads) if each
+command was performed independently.
+
+The normal v3 Action type is fairly opaque, and would perform both the write and
+read internally without exposing any way to do some other action in between
+(such as performing writes/reads for other commands in a pipeline). CmdAction
+extends Action to allow the write and read to be performed independently, and
+then leaves it to the Pipeline type to deal with the batching.
+
+v4 gets rid of the need for CmdAction, while allowing even more Action types to
+be pipeline-able than before (e.g. [EvalScript][evalscript]). This was done by
+coalescing the Encode and Decode methods on the [Conn][conn] type into a single
+method: EncodeDecode. By doing this we allow Actions to perform the write/read
+steps in a way which groups the two together, but leaves it to Conn to actually
+perform the steps in its own way.
+
+Because Conn now has knowledge of which read/write steps go together, it's
+possible to perform pipelining in nearly all cases. Aside from using the
+Pipeline type manually, the v4 Conn is able to automatically pipeline most
+Actions when they are performed concurrently on the same Conn. v3 had a similar
+feature, called "implicit pipelining", but v4 rebrands the feature as
+"connection sharing" since the mechanism is slightly different and the
+applicability is broader.
+
+Despite the apparent simplicity of the change (combining Encode and Decode
+methods), this resulted in probably the largest code difference between v3 and
+v4, involving the most complex new logic and package-wide refactorings. But the
+end result is a simpler, smaller API which can be applied to more use-cases. A
+great win!
+
+## Pool
+
+In v3 the connection pool, the Pool type, was implemented with the assumption
+that each Action (or CmdAction) would borrow a Conn for the duration of the
+Action. As such the Pool expects to be creating and destroying connections as
+load increases and decreases; if number of concurrent commands goes up then
+number of connections required to handle them goes up as well, and vice-versa.
+
+Down the road the Pool became responsible for performing implicit pipelining as
+well. This allowed for grouping together many commands on the same connection,
+reducing pressure on connection creation greatly, but nevertheless the Pool kept
+that same general pattern of dynamic connection pool sizing.
+
+In v4 there is no longer the assumption that each command gets its own
+connection, and in fact that assumption is flipped: each connection is expected
+to handle multiple commands concurrently in almost all cases. This means the
+Pool can get rid of the dynamism, and opt instead for a simple static connection
+pool size. There is still room in the API for some dynamic connection sizing to
+be implemented later, but it's mostly unnecessary now.
+
+Some care should be used with commands which _can't_ be pipelined, for example
+blocking commands like BRPOPLPUSH and XREAD. These commands, ideally, should be
+performed on an individual Conn created just for that purpose. Pool _will_
+properly handle them if needed, but with the caveat that the Action which will
+essentially remove a Conn from the Pool for its duration.
+
+[The new Pool][pool] is _vastly_ simpler in implementation than the old, as most
+of the complexity has been moved into Conn. Really this whole section is an
+extension of the refactoring which was started by the changes to Conn.
+
+## MultiClient
+
+In v3 there was a single Client type which was used to encompass Conn, Pool,
+Sentinel, and Cluster, with the aim that users could just use Client in their
+code and easily swap out the underlying implementation as needed.
+
+In practice this didn't work out. The original Client type only had a Do method
+for performing Actions, which would always perform the Actions against the
+primary instance in the case of Cluster and Sentinel. Cluster and Sentinel ended
+up being extended with DoSecondary methods, and Cluster required its own
+constructor for Scanner, so if you used any of those features you would not be
+able to use Client.
+
+v4 improves this situation by introducing the [MultiClient][multiclient]
+interface, which is implemented by both Cluster and Sentinel, while Conn and
+Pool only implement [Client][client]. Client is intended for clients which
+interact with only a single redis instance, while MultiClient is intended for
+use by clients which encompass multiple redis instances, and makes the
+distinction between primary and secondary instances.
+
+In general, users will want to use MultiClient in their code and swap the
+underlying implementation as their infrastructure evolves. When using only a
+single Pool, one can make it into a MultiClient using the new
+[ReplicaSet][replicaset].
+
+One can also implement their own MultiClient's fairly easily, to handle their
+own custom sharding or failover systems. It's not a common use-case, but it's
+cool that existing types like Scanner will still continue to work.
+
+## Contexts
+
+A common feature request of v3 was for support for Go's [Contexts][context],
+which would allow callers to unblock blocked operations in a dynamic way. There
+wasn't a clear way to incorporate Contexts into v3 without greatly expanding the
+API (something the Go standard library has had to do), and so I saved them for
+v4.
+
+In v4 all operations which might potentially block accept a Context argument.
+This takes the place of timeout options and some trace events which were used in
+v3, and in general simplifies things for the user.
+
+This was a change for which there is not much to talk about, but which required
+a _lot_ of work internally. Go's Contexts do not play nicely with its networking
+primitives, and making this all work alongside connection sharing and pipelining
+is a really hairy puzzle (for which there's a few open bugs still). I may one
+day write a blog post just about this topic, if I can figure out how to explain
+it in a way which isn't completely mind-numbing.
+
+## Configuration
+
+Constructors in v3 took advantage of the [functional options pattern][opts] for
+accepting optional parameters. While this pattern _looks_ nice, I've since
+grown out of love with it. The implementation is a lot more complex, its
+behavior is more ambiguous to users in certain cases (what happens if the same
+option is passed in twice?), it makes documentation more complex, and a slice of
+option functions isn't inspectable or serializable like a struct is.
+
+v4 uses a config struct pattern, but in a different way than I've generally seen
+it. See [Pool's constructor][pool] for an example. This pattern is functionally
+the same as passing the config struct as an argument to the constructor, but I
+think it results in a nicer grouping in the documentation.
+
+## Smaller Changes
+
+There's some smaller sets of changes which are worth mentioning. These didn't
+result in huge, package-wide changes, but will be useful for users of specific
+functionality.
+
+### Action Properties
+
+[v4's Action type][action] has a Properties method which returns a struct
+containing various fields which are useful for client's performing the Action.
+This is an improvement over v3's Action, which had no such method, in that it's
+more extensible going forward. Those implementing their own custom Actions
+should take care to understand the Action properties.
+
+### PubSub
+
+The v4 [PubSubConn][pubsub] has been completely redesigned from v3's
+implementation. The old design tried to do too much, and resulted in weird
+edge-cases when trying to tear down a connection that a user would have to
+handle themselves. The new design is simple both in implementation and usage.
+
+### Tracing
+
+The v4 [trace][trace] sub-package has been extended to support tracing Sentinel
+events, but at the same time has been cleaned out of all events which could be
+otherwise inferred by using Context values or wrapping an interface like Conn,
+Action, etc...
+
+## What's Next
+
+Obviously the most immediate goal is to get v4 stable and tagged. Once that's
+done I'm sure there will be many small bugs, feature requests, etc... which come
+up over time, and I'll do my best to address those as quickly as I can. I'm
+very excited to start using v4 in my own day-to-day work like I currently do for
+v3; it has a lot of great improvements and new flexibility that will make using
+Go and redis together an even better experience than it already is.
+
+That all said, I don't expect there to be a radix v5. I have a lot of other
+projects I'd like to work on, and radix is a huge time-sink. As time goes on v4
+will stabilize further and further, until all that's left is for it to gain
+additional support for whatever new crazy features redis comes up with. My hope
+is that the existing API is flexibile enough to allow others to fill in those
+gaps without any major changes to the existing code, and radix v4 can be the
+final major radix version.
+
+[redis]: https://redis.io
+[v3]: https://pkg.go.dev/github.com/mediocregopher/radix/v3#section-documentation
+[v4]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#section-documentation
+[nussjustin]: https://github.com/nussjustin
+[resp3]: https://github.com/antirez/RESP3
+[resp3pkg]: https://pkg.go.dev/github.com/mediocregopher/radix/v4/resp/resp3
+[respOpts]: https://pkg.go.dev/github.com/mediocregopher/radix/v4/resp#Opts
+[changelog]: https://github.com/mediocregopher/radix/blob/v4/CHANGELOG.md
+[cmdaction]: https://pkg.go.dev/github.com/mediocregopher/radix/v3#CmdAction
+[evalscript]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#EvalScript
+[conn]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#Conn
+[pool]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#PoolConfig.New
+[multiclient]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#MultiClient
+[client]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#Client
+[replicaset]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#ReplicaSet
+[context]: https://blog.golang.org/context
+[opts]: https://dave.cheney.net/2014/10/17/functional-options-for-friendly-apis
+[action]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#Action
+[pubsub]: https://pkg.go.dev/github.com/mediocregopher/radix/v4#PubSubConn
+[trace]: https://pkg.go.dev/github.com/mediocregopher/radix/v4/trace