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Software development insights compiled for you by the people of bitcrowd

· 5 min read
Christoph Beck
Your search works… but is it actually good? In our previous post, we showed why full-text search struggles with the long, natural-language queries common in MCP interaction. In this follow-up, we dive into dataset generation, evaluation, and search improvement. How do you know if a new embedding model is really better?

· 21 min read
Christoph Beck
Most text search solutions are fine tuned to serve results for keyword style queries. This is a problem in the age of MCP, as comparably long user input hits the same old pg_trgm search

· 6 min read
Darren Cadwallader
We use automated tools to improve the accessibility of our UIs. Throughout the development process, there are tools that help reduce accessibility errors with minimal time and effort. If you mostly work in a React and/or Elixir environment, this list of tools we use could be useful for you.