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DevSpark: Constitutional AI Governance Framework
Project

DevSpark: Constitutional AI Governance Framework

A standalone AI-assisted development framework that extends Specification-Driven Development (SDD) beyond greenfield planning into continuous constitutional governance. Adds PR reviews, site auditing, risk analysis, brownfield discovery, quickfix workflows, release management, and automated upstream synchronization — making project constitutions enforce standards at every stage of the development lifecycle.

DevSpark: Constitutional AI Governance Framework preview
DevSparkSpecification-Driven DevelopmentAI governanceproject constitutionPR reviewsite auditbrownfield developmentcode compliancerisk analysisAI-assisted development

The story

The way I build software now. It runs in most of my active repositories, including this site.

Problem
AI coding assistants write code fast but forget intent. A project constitution I'd carefully written was bypassed two weeks later by a late-sprint hotfix that pulled in a banned package and broke three principles. Governance that only exists during planning is blind to reality.
Decision
Make intent travel with the work. Specs, plans, critic reviews, PR reviews and audits all check against the same written principles, whether the change is a planned feature or a hotfix.
Implementation
Plain markdown command prompts and scripts, with no install and no subscription, that work with most AI coding agents. It builds on Den Delimarsky and John Lam's spec-driven development work and extends it to existing codebases.
Outcome
Used every day across my projects, and the process behind API Test Spark and WebSpark.HttpClientUtility.
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Overview

A standalone AI-assisted development framework that extends Specification-Driven Development (SDD) beyond greenfield planning into continuous constitutional governance. Adds PR reviews, site auditing, risk analysis, brownfield discovery, quickfix workflows, release management, and automated upstream synchronization — making project constitutions enforce standards at every stage of the development lifecycle.

Details

DevSpark is a standalone AI-assisted development framework that extends Specification-Driven Development with constitution-based PR reviews, codebase-wide compliance auditing, adversarial risk analysis, brownfield constitution discovery, and adaptive lifecycle management. DevSpark makes project constitutions valuable throughout the entire development lifecycle — from greenfield planning through continuous constitutional governance.

Articles that explain the architecture decisions, implementation patterns, or delivery trade-offs behind this project.