The name Skill sounds good, but ultimately it's just a technique. You can completely build your own similar framework, with the key being to understand and practice the ACI core design philosophy of the SWE Agent.

How to understand these principles? First, operations should remain simple—avoid over-complicating the process. Second, actions must be compact and efficient, avoiding redundant consumption. Third, environmental feedback needs to be informative but concise, without excessive verbosity. Finally, safety barriers are crucial, as they can effectively prevent error chain propagation, which is vital for the stable operation of the agent.

Mastering these four dimensions will enable you to design a more robust on-chain interaction framework.