Last week, I was migrating a legacy Python monolith into microservices, and I needed an AI coding agent that could actually hold the entire codebase in its head without choking. I fired up two of the biggest open-weight releases of the year—Zhipu AI's GLM-5.2 and DeepSeek V4 Pro. Both are MIT-licensed, Chinese-developed Mixture-of-Experts (MoE) models. Both now support a massive 1M-token context window. And both are fighting tooth and nail to be
I was staring at a $340 API bill last month. Most of it came from agent loops — my coding assistant spinning through tool calls, reading files, making edits, and sometimes going in circles. When you'r
I was drowning in PDFs last month. I had 40 research papers on sparse attention mechanisms sitting in a folder, and I needed to synthesize them into a literature review for a grant proposal. Every tim
Last month, I was running a project that required spinning up dozens of automated coding agents to refactor a massive monolithic codebase. Within 48 hours, my OpenAI bill had shot past $300. Claude So