DeepSeek V4 Pro at 5% the cost of Claude – what it takes to close the gap

The author discusses their experience with DeepSeek V4 Pro, a coding model, and how they built a harness to work with it, including features like hash-anchored editing, a sticky prefix cache, and autonomous loops.