37signals' Operations team is moving their applications off of the cloud and back onto their own hardware due to technical debt and complexity of cloud services.
They created a tool called 'mrsk' to simplify the operation of their existing containerized applications.
They modernized and simplified their configuration management to cut the time for provisioning virtual machines from about 20 minutes per guest to less than a minute.
37signals switched to Cloudflare for their CDN and DNS requirements to replace CloudFront and Route53.
Tatalist, Writeboard, and Backpack were migrated in less than six weeks with the last migration taking only 16 minutes.
Most of their apps only required a standard Rails app deployment as infrastructure requirements.
Sales of previously owned homes in the US rose 14.5% in February 2019 from the prior month, but were down 22.6% from a year earlier.
Home prices in the US fell in February for the first time in 11 years, showing the effect of the Federal Reserve's campaign to raise interest rates.
The National Association of Realtors reported that the US experienced the first year-over-year drop in home prices in more than a decade and a dip in mortgage rates.
OpenAI's policies are hindering reproducible research on language models, which have become privately-controlled research infrastructure.
OpenAI's model deprecations are a concern because Language Models (LLMs) are becoming key pieces of infrastructure, and researchers and developers rely on LLMs as a foundation layer, which is then fine-tuned for specific applications or answering research questions.
OpenAI, like other companies, regularly updates newer models, such as GPT-3.5 and GPT-4, meaning the use of those models can be a barrier to reproducibility.
OpenAI's hasty deprecation of Codex has forced researchers and developers to switch to GPT 3.5 models, which are not comparable, leading to the irreproducibility of old work.
OpenAI has allowed researchers access to Codex, but the application process is opaque, and it's unclear how long the model will be available.
Open-sourcing LLMs could be a key step in ensuring reproducibility.