AI TCH RA Raza Hussain · Level Up Coding Why Your Current Test Suite Cannot Catch a 40ms Slowdown The rails performance testing ci setup that catches a 40ms regression before it ships, not after your users do
AI TCH RA Raza Hussain · Level Up Coding Rails AI Image Generation: Job, Storage, Moderation Wiring image generation through Active Storage with a moderation gate, so user prompts cannot push unsafe or off-brand output straight into…
AI TCH RA Raza Hussain · Write A Catalyst pgvector Semantic Search in Rails: Catch What Keyword Misses How keyword search drops cancel my plan when your docs say terminate subscription, and the embedding plus ranking fix that closes the gap
AI TCH RA Raza Hussain · Generative AI You Pay OpenAI Five Times for One Answer Your users ask the same question five ways. Semantic caching answers four of them for free.
AI TCH RA Raza Hussain · Level Up Coding The Demo Worked. Plain JSON Broke It Live. Your LLM streams tokens. Plain JSON breaks the experience. Here is the Rails SSE setup tutorials leave out.
AI TCH HUM RA Raza Hussain · Level Up Coding Your Rails RAG Pipeline Is Not Hallucinating. It Is Retrieving Garbage. 73% of RAG failures trace back to chunking strategy, not the LLM. The pgvector debugging workflow that exposes it.
TCH RA Raza Hussain · Level Up Coding Solid Queue Went Silent at 3am. This Is What Held the Lock. The limits_concurrency semaphore interaction that silently starves your Solid Queue and shows no error in the logs