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Yes. The followup blogpost makes this more concrete over an example:

https://muratbuffalo.blogspot.com/2026/08/composition-and-mo... The rely-guarantee reasoning we used in this post is where the two abstractions meet and become a joint constraint. The modularity abstraction is the boundary: we split the specs into private versus interface variables, hiding produced from the consumer and consumed from the producer. The modeling abstraction is the Env actions. E.g., EnvPut is not an API for the producer, it is a reduction of the producer: the minimal behavioral skeleton of the entire producer relevant to the consumer's property.


There are now projects like Specula that, using LLMs, enable us to derive specifications from the implementation, and somewhat paradoxically, use those specifications to find bugs in the implementation. https://muratbuffalo.blogspot.com/2026/08/specula-scaling-fo...

Secondly, I think the open partial specs, composable specs would help address the problems with monolithic specs that Dodd's cites. https://muratbuffalo.blogspot.com/2026/08/composition-and-mo...


AI written, and makes no sense it how the piece flows.

Yep, it was really hard to get my brain to focus on what was actually trying to be conveyed, and I'm a 2000 rated chess player

Does anyone have any explanation or theories about the NVME SSDs pricing anomaly?


I don't think this can be definitively answered without working for one of the hyperscalers. But here are some speculations: 1. Device speeds are intentionally capped to increase device lifetime (but this would only make sense for writes) 2. Networked storage services like EBS are more profitable, and AWS would like to phase out instance-attached storage. 3. Technical limitations/virtualization overhead (See comment above). I don’t have enough insight of how AWS SSDs work under the hood, but high network throughput (600 Gbit/s) is possible even in virtualized instances. Then again, we have certainly seen some weird noisy neighbor effects on cloud SSDs. However, it's worth mentioning that the same throughput limitations also apply to bare metal instances, where users don't benefit from virtualization (https://docs.aws.amazon.com/ec2/latest/instancetypes/so.html...). 4. There’s too little customer demand for fast SSDs, and optimization is not worth the effort.


Speculating: local ssds aren't as valuable in the cloud since they're effectively ephemeral. If the instance restarts, it would lose its storage. Trying to keep a workload affinitized to an SSD or to migrate data to a different SSD when an instance moves increases cost prohibitively.


For a lot of use cases such as caching (e.g., the ephemeral caching layer in Snowflake), ephemeral storage is good enough. If you really want to, you could also achieve persistence by replicating to multiple instances (afaik this is what DynamoDB does)


Thats difficult for most people to implement in their applciations, and it increases latency to be closer to networked SSD anyway. So it remains fairly niche.


I think that number 4 is the big one. AWS only has so much capacity to work on new hardware types, and the number of companies who want to work with on-device NVMe are WAY smaller than then number of companies who just want to slap Kubernetes on some instances with EBS.


Nvme pricing is pretty volatile in the past 2 years I’ve seen it move between 2-3x from its low post Covid.

I don’t think the prices have adjusted because of that. Additional during Covid the prices were very high and this is baked into the pricing.


MongoDB Engineering Blog is shaping up well

https://www.mongodb.com/company/blog/channel/engineering-blo...


I had summarized this talk here: https://muratbuffalo.blogspot.com/2020/01/how-to-speak-by-pa...

And a couple more pearls from Prof. Winston here as well. https://muratbuffalo.blogspot.com/search?q=winston



Also Mahesh Balakrishnan (Yale, Facebook/Meta, Confluent) https://muratbuffalo.blogspot.com/search?q=mahesh


I was also unhappy with emacs breaking across versions, but I learnt to adopt to the new and sane keyboard shortcuts for org mode. http://muratbuffalo.blogspot.com/2024/01/dude-wheres-my-emac...



Yes, the redesign sucks, it is hard to use.


It makes working across other slack workspaces inconvenient by adding another click to select another workspace.


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