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I had the same problem, very hard to give up Jetbrains functionality and keybindings.

At the moment I’m using Claude Code in a dedicated terminal next to my Jetbrains IDE and am reasonably happy with the combination.


Exactly, see the "Motivation" section of the README


Amazon Bedrock has an embeddings option


>I don't understand how the beverage company could rightfully object to any game title like "Dark Deception: Monsters & Mortals".

It makes a bit more sense when you look at the game's logo, specifically the font they use for the word "Monsters"



>How do you feel about them going after Ubisoft's Gods and Monsters?

Ridiculous overreach.

I had the same initial reaction to this story, but I could imagine a scenario where someone saw the dark deception logo and thought it sort of looked like the Monster energy logo. Having said that, I still don't think there's any real chance of confusion.


Yeah no, I’d assert that any similarities there, such that they exist, are due to them both drawing on the same prior art/culture. It’s kind of insane that Monster gets to just assimilate all of that under its wing for free.


Yep, was expecting something like Mr. Trash Wheel: https://www.mrtrashwheel.com/


And if they wrote it about scientology it would be entirely uncontroversial


No scale to zero unfortunately


It does scale to zero no?

> It automatically starts up, shuts down, and scales capacity up or down based on your application's needs.

The only tradeoff is the additional latency someone will have when connecting to the db after it has shutdown and waiting for it to spin back up and become ready.


AWS aurora serverless says:

> You pay only for the capacity your application consumes.

> Scales down to 0.5

But it actually can't scale down to 0.5 or the DB falls over just existing.. auto scaling won't let you go down that low unless you set 0.5 as the max, which literally makes it not scale up, and it's dead, because the DB can't run with that little CPU.

So it's fair to ask if neon can scale to 0, both in marketing, and in practice.


We do scale compute part down to zero after 5 mins of inactivity now (no active transactions). This 5 mins threshold is a random pick, it could be 1 min or 30 mins later, or even customizable by the end-user. Storage part is heavily multi-tenant, so it's always running and our main objective is to make resource utilization as effective as possible.

It still has a significant latency on the first connection attempt after suspend (1-2 seconds), but we are working on that and it seems to be realistic to put the startup time under 1 sec.

Pricing model is still work-in-progress, so cannot say much about it. Yet, my personal intention is to make it cost-effective for both end-user and us. I'd prefer to don't build a service with claims like 'here is your free-tier serverless Postgres with zero-latency on connect', which actually means that under the hood there is an always-running compute burning the investors money. Hope it's realistic to achieve :)

-- Cloud engineer @ Neon


That's interesting to hear. That probably works great for my use cases, which is typically wake up to refresh a CDN for guests, but ready to work for a bit if a content creator logs in (e.g. a WordPress instance without comments or non-author logins).

Looking forward to seeing how this works out. I have no issues paying for services, I just hate that the minimum entry level cost is $20... I can't imagine why, at scale, it can't be more affordable for hobby/fun level projects.


How do you plan to start a PostgreSQL instance in less than 1 sec? Sounds interesting.

I tried fast booting of PostgreSQL instances and it always took multiple seconds. So i am really curious!


That's where the separation of storage and compute kicks in, I guess. Startup process of our Postgres instance (compute node) is a bit different from vanilla Postgres. We need to go to the network storage service (pageserver and safekeepers) to get the last known commit LSN, but we don't need to perform any sort of recovery on the compute node side. That way, compute is mostly stateless.

Basically, to start we need to know this LSN and to bootstrap the Postgres processes. This is really that quick. After that compute is ready to accept connections and serve requests, as it's able to get any missing pages from pageserver with GetPage@LSN request.

We do have the whole bunch of problems to solve: queries latency after cold start; startup after the unexpected exit of the heavily loaded Postgres instance could be slower; etc.


Some parts of the PostgreSQL start-up sequence take a long time:

- Initializing shared memory -> We, for now, have only small instances, so that doesn't hit us as hard

- Reading data directories -> We don't have to do that at all

- Replaying WAL from a previous unclean shutdown -> We don't need to do that, PageServer is responsible for that

- When initializing a whole new database: Initializing the data directory -> We have a copy that each instance gets initialized from, which makes the process "copy those ~16MB in the background", which saves us from having to do the costly initialization process.

And there's several more infrastructural optimizations, such as pre-loading the docker images onto the hosts.


It seems Aurora v1 used to scale to zero but v2 has a minimum of 0.5 ACU.


Yep, definitely disappointed that Pulumi was not mentioned.


Two things missing from the Step Functions portion of the article:

* Step Functions module in the AWS CDK: https://docs.aws.amazon.com/cdk/api/latest/docs/aws-stepfunc...

* Step Functions Data Science SDK (python): https://aws-step-functions-data-science-sdk.readthedocs.io/e...

There is first class support for defining Step Functions using real programming languages (although it does compile down to the states language dls before deployment)


Pulumi's biggest benefit is if you want to manage resources outside of AWS. There are providers for Azure, GCP, GitHub, Postgres, Datadog, etc.

It's also nice if you want to be able to manage resources in multiple AWS regions or accounts from a single stack.


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