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How does Kheish's feedback iteration mechanism work? How do you ensure the quality of the end result?

2025-09-10 1.8 K

Kheish's quality assurance system is built on a rigorous iterative feedback mechanism, and its workflow can be divided into four key phases:

iterative loop process

  1. Initial proposal: The Proposer generates the first version of the program based on inputs and contexts
  2. Professional review:: Reviewer assesses the proposal from multiple perspectives and offers constructive criticism
  3. optimization: Proponent to re-address issues and improve program based on feedback
  4. final verification: The Validator confirms the completeness and correctness of the program.

Quality assurance measures

  • Multiple role checks and balances: Specialization of different roles to form a quality firewall
  • many iterations: The cycle is not terminated until a preset criterion is reached
  • Module Validation: Hands-on verification of key operations through modules such as File System, Shell, etc.
  • Standardization of formats: ultimately it is the formatter who ensures the consistency and readability of the output

This mechanism mimics the collaborative model of a team of human experts, and the cross-checking of roles ensures that each solution is fully justified and validated, resulting in a highly accurate final output.

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