Writing Beating a Fine-Tuned Model with Zero-Shot Tool Calling: Notes from the ConvFinQA Benchmark I Built a Notification Platform Like an Adtech Engineer — Not a Martech Buyer Demand-Aware Budget Pacing: A Probabilistic Feedback Controller