Last week, I watched a junior developer on my team try to debug a 600,000-token monorepo. They pasted the stack trace and three key files into their prompt, hit send, and waited. The API they were using—based on an older 200K-context model—just choked, returning a truncated error message. We wasted two hours on what should have been a ten-minute fix.
In 2026, if you are building coding agents or complex RAG pipelines, you shouldn't be hitting
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