Kimi K3 From Loops to Graphs guide
The real bottleneck in agent work isn't your prompt writing. most people are stuck at the early stages of a Korean developer's breakdown and then shocked when things fall apart. the framework runs Prompt, Context, Loop, Graph, where each level fixes what the previous one couldn't. a loop keeps planning, acting, observing, and revising until done, while a graph moves past running a single loop and orchestrates many with structure. the argument is that refinement alone won't save you, success means climbing to loops and graphs. I tested this exact architecture with Kimi K3, and the full 'From Loops to Graphs' guide is worth bookmarking below.
