The Problem For agents and automation systems, a helpful paragraph is often the wrong output. If someone asks: Create a Cloud Run app called invoice-api in us-central1 using Python 3.11 a normal chat model might reply: Sure, I can help you create that app. That is conversationally reasonable. It
When people discuss model compression, the focus often jumps immediately to production systems, benchmark tables, or highly optimized quantization libraries. I wanted to approach it differently. Rather than beginning with a black-box tool and accepting its output at face value, I wanted to understand what compression is actually doing to
Opening When I first looked at OpenAI’s Parameter Golf challenge, I did not see it as just another benchmark to optimize against. I saw it as a compressed systems problem with prediction at its core. Given my past experience with prediction-focused modeling, my mind immediately went to Markov chains