Last week, I watched a junior developer on my team burn through $40 of API credits in a single afternoon trying to get an agentic coding loop to refactor a messy Django codebase. The model kept losing the thread, hallucinating imports, and spinning its wheels. That afternoon crystallized the biggest question in AI-assisted development right now: does it make more sense to pay premium rates for the polished, reliable experience of Claude, or 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
# Getting Started with Claude Code 4.8: A Practical Guide Last week, I was staring down a migration I'd been putting off for months. Our API layer had organically grown into a tangled mess of inconsi