Beyond grep: the thesis of the rich-context AI coding harness
Ars Technica states what code agent practitioners were observing: context strategy has become the real lever - not the underlying model.
Jul 20, 2026 at 16:42 9 12
DeepSeek V4 approaches: 1M tokens of context and double pricing
DeepSeek is preparing for the public release of its V4, with a 1M token window and a double pricing grid (peak/off-peak). The shadow extends beyond a simple update.
Jul 20, 2026 at 11:40 11 9