The Kitchen Loop: User-Spec-Driven Development for a Self-Evolving Codebase

Implement The Kitchen Loop, a framework for autonomous, self-evolving software. Define precise 'As a User' specifications to drive AI agents, shifting focus from manual coding to continuous, user-spec-driven product evolution. This accelerates development by leveraging AI to build and validate based on explicit needs.

advanced1 hour6 steps

The play

Grasp User-Spec-Driven Core
Understand that all development within The Kitchen Loop is driven by explicit user specifications, not just code. The goal is to define precisely what to build and validate, rather than focusing on implementation details.
Define Your Specification Surface
Establish a central, accessible repository or system where all product specifications will reside. This 'specification surface' is the single source of truth for product claims and desired behavior.
Craft 'As a User' Stories
Translate product requirements into clear, verifiable "As a User, I want [goal] so that [reason]" statements, complete with acceptance criteria. These form the executable core of your specifications.
Establish a Unified Trust Model
Design a system for continuous validation and verification of specifications against the evolving product. This model ensures consistency, reliability, and that the product always aligns with its defined specs.
Integrate Autonomous AI Agents
Connect your specification surface to AI agents capable of interpreting these specs, generating code, testing, and deploying changes autonomously. These agents act as the 'builders' of your self-evolving system.
Implement Continuous Evolution
Set up a feedback loop where AI agents constantly monitor the system against the 'As a User' specs, proposing and implementing changes to maintain alignment and evolve the product without manual intervention.

Starter code

# Example User Specification for a Self-Evolving System

---
SPEC_ID: KL-001
STATUS: DRAFT
PRIORITY: HIGH
VERSION: 1.0
---

As a User,
I want to be able to log in securely with my email and password,
so that I can access my personalized dashboard.

Acceptance Criteria:
- Given I am on the login page, when I enter valid credentials and click "Login", then I should be redirected to "/dashboard".
- Given I am on the login page, when I enter invalid credentials and click "Login", then I should see an error message "Invalid credentials".
- Given I am logged in, when I navigate to "/dashboard", then I should see my username displayed.

Dependencies:
- User authentication service
- Dashboard UI component

Source

Paperarxiv.org