GenAI Development Techniques — Comparison

A comprehensive, evidence-based comparison of techniques, methodologies, and frameworks for structured AI-assisted software development. The focus is on how humans organize and direct AI coding agents — not on the AI models or tools themselves.

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Start Here

Choosing Your Approach — Which technique fits your situation? Decision guide by team size, project type, industry, and development activity.

Overview & Comparison Matrix — Executive summary, full comparison table, and category analysis.

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Deep-Dive Documents

Decision Guide

Document	Description
Choosing Your Approach	Which technique for which situation — by team size, project type, industry, methodology, and task type

Spec-Driven Development

Technique	Description	Stars
GSD (Get Shit Done)	Meta-prompting, context engineering, and spec-driven dev system for reliable AI development	~51K
Spec Kit	GitHub's official toolkit for spec-driven development — specs → plans → tasks	Growing
OpenSpec	Change-centric SDD with delta specs — brownfield-first, 27+ tool support, YC W26	~39.9K

Multi-Agent Orchestration

Technique	Description	Stars
Squad	Coordinator-based multi-agent orchestration with persistent memory, casting, and ceremonies	Growing
BMAD	AI-driven agile framework with 12+ specialized agent personas and 34+ workflows	~44K

Skill-Based Development

Technique	Description	Stars
Superpowers	Composable skills framework — TDD, subagent-driven development, self-improving agent workflows	~151K

Autonomous Iteration

Technique	Description	Stars
Ralph	Autonomous bash-loop methodology — tests as backpressure, git as memory, tool-agnostic	Community

Enterprise AI-Native SDLC

Technique	Description	Stars
HVE	Microsoft ISE's RPI workflow with 49 agents, constraint-based governance, and validated artifacts	~919

Cross-Cutting

Technique	Description
Context Engineering	The practice of structuring project context via rules files across an 8-layer model

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Audience: Developers, tech leads, and engineering managers evaluating structured approaches to AI-assisted development.

What this is not: A ranking. Each technique serves different needs. The Decision Guide in the overview helps match techniques to situations.