Topics included, in no particular order: visual context windows in vision models, vehicle tracking accuracy using SLAM, the future of cheaper and smaller world models, AI pricing and energy consumption, the real cost-effectiveness of LLMs in applications, evaluating pruned and quantized models, the subjectivity of image quality evaluation, the challenges of model upgrades and consistency in production, LLM interpretability, predictability and replicability, knowledge transfer between models, the evolution from md files to deterministic application logic, the future of open-weight models, and the viability of open source software.