// Knowledge Logs
Study notes on why LLMs produce different outputs for the same prompt—even at temperature 0—and the batch invariance solutions that achieve 100% reproducibility.
Why 100+ SaaS tools are crippling enterprises and how AI-native composable architecture is the solution.
We've watched companies burn seven figures on bloated teams, missed deadlines, and code that crumbles under load. Here's what to look for before you sign—and why the traditional agency model is structurally broken.
In this blog post, we will discuss how to fine-tune Llama 2 7B pre-trained model using the PEFT library and QLoRa method. We'll use a custom instructional dataset to build a sentiment analysis model.
In this blog post, we will discuss how to fine-tune Llama 2 7B pre-trained model using the PEFT library and QLoRa method.