Delegate implementation to a worker model and validate via a reviewer model with strict budget controls.
npx skills add https://github.com/tomascupr/sous-chef --skill serve-tomascupr
Please help me install this Agent Skill. Skill: serve Source: https://github.com/tomascupr/sous-chef/tree/main/skills/serve Command: npx skills add https://github.com/tomascupr/sous-chef --skill serve-tomascupr
This skill solves the inefficiency of manual coding workflows by orchestrating a multi-model pipeline that handles implementation, cross-model review, and verification without constant user intervention.
Invoke the serve skill to autonomously implement and verify the requested task by running the serve command in your terminal.
High-intent search queries and answers about installing and using this skill.
Automating code review and task implementation is achieved by an autonomous pipeline that delegates coding to a worker model and validation to a reviewer model. This workflow executes task implementation, cross-review, and fix verification without constant user intervention.
Cross-model validation is a quality assurance mechanism where a secondary reviewer model evaluates the primary worker model's code output. It ensures higher code quality by performing diff analysis and requiring verified test results before final delivery.
Orchestrating an autonomous coding pipeline involves managing task-shaped work through multi-stage fire, taste, and refire cycles. The pipeline enforces strict budget controls while automating the full cycle of task implementation, cross-review, and fix verification.
Autonomous task execution works without manual testing by managing the entire process from initial ticket to final verified report. It handles implementation, cross-model review, and verification, allowing you to focus on high-level design rather than manual testing.
A multi-stage refire cycle is needed when autonomous code generation requires iterative corrections. The pipeline uses fire, taste, and refire stages to handle task implementation, evaluate output, and apply fixes until cross-model diff analysis and test verification pass.
Serve manages the full cycle from an initial task ticket to a final verified report. It orchestrates a multi-model software development pipeline that autonomously handles implementation, cross-review, and fix verification.
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