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Make AI-Generated Calculators Explain Their Inputs

OpenAI's October 7 announcement of GPT-6 and Intelligent UI describes ChatGPT responses that can include forms, charts, buttons and interactive tools.

  • GPT-6 and Intelligent UI introduce interactive components
  • Calculator example demonstrates transparent calculations
  • Inputs and assumptions must be clearly stated

Fine-tuning Qwen2.5-1.5B on a Mac to fix a parroting chatbot (and halve the prompt)

By Georgii Kharlampiiev, Mindscend Our company website is a single chat page backed by a model we host ourselves. This post walks through how we fine-tuned that model with LoRA on a MacBook, how we…

  • Fine-tuned Qwen2.5-1.5B model to reduce parroting in chatbot
  • Added 91-token reminder to last user turn and implemented off-topic classifier
  • Achieved 0.745 validation loss with 0.684% trainable parameters

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