AnimaCore: A Multi-Project Ecosystem Architecture for Inductive AI-Assisted Software Development
Year: 2026
Type: article
Abstract: This paper presents AnimaCore, a multi-project software ecosystem that operationalizes the Inductive AI-Assisted Development (IAAD) protocol introduced in AnimaLab (Paper 1). It describes the Silo/Control Plane architecture governing four independent sub-systems (PAEChaka, CodeShelter, EduSim, and MMVM), the tri-language paradigm Python/C++20/Rust), and the multi-model AI pipeline (Gemini CLI, Claude.ai, Qwen3) used to maintain architectural integrity across project boundaries. AnimaCore demonstrates how spec-first development and inductive reasoning can mitigate technical debt in rapid AI-driven software engineering at ecosystem scale.
Author: Ordoñez Bullon, Hendrik
Language: English
Subfield: Information Systems
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7148725579
FWCI:
Cites:
Cited by:
Related to: