So the idea is really simple. If CC need to change a file and run some test, CC needs to: # Turn 1 — apply patch (change package file) # Turn 2 — apply patch (fix the bug) # Turn 3 — apply patch (edit the testing script) # Turn 4 — build # Turn 5 — run tests and lint # Turn 6 — *and if is playwright CC needs another round to read media

The concept is that we can use macro command to put the entire process into a RAG in one single turn. For example like this:

step1: inspect env step2: apply patch (change package file) step2: apply patch (fix the bug) step2: apply patch (edit the testing script) step3: build step4: run tests and lint step5: read medias

I could not test this implementation due to Antropic terms of use. But I tested on other coding agent and providers this can reduce llm turns around by 40% - 80%, and saving nearly same amount of tokens. （I need to use ** to hide the provider's name in order to avoid the post being deleated by the bot).

Here is the implementation and testing benchmark can be found in the md. I tested with DeepSWE and entire repo rewrite cases:

https://github.com/Tura-AI/tura