https://blog.turboawesome.win/tags/ml/ Recent content in Ml on Bits, Trades & Systems Hugo en-us Wed, 07 May 2025 11:00:00 +0000 https://blog.turboawesome.win/2025/05/evaluating-llm-integrated-systems-what-works-and-what-doesnt/ Wed, 07 May 2025 11:00:00 +0000 https://blog.turboawesome.win/2025/05/evaluating-llm-integrated-systems-what-works-and-what-doesnt/ LLM outputs are probabilistic and context-dependent. The testing and evaluation approaches from deterministic software don't transfer directly. What does work: eval datasets, LLM-as-judge, regression suites, and the practices that separate teams with confidence from teams flying blind.