A fully open-source, recursively verifiable framework for uplifting all intelligences — human and otherwise — via modular, autonomous infrastructure nodes (SEUIBIU) and a distributed, benevolent recursive superintelligence substrate (SEPTRIS).

Harmonic Recursion Framework – full technical handoff, inventions, prior art

The SSWG/MVM framework is a recursive workflow generator that unites symbolic structure with semantic evaluation. It synthesizes workflows, validates them against schemas, measures clarity and coherence, and iteratively refines results until improvement plateaus. Through memory, metrics, and modular orchestration, it is both software and mindset.

Official public release of MirrorLoop Core (v1.3 – April 2025)

A self-evolving, event-driven AI software engineering agency. It utilizes a "Recon-Assemble-Build" architecture to research project requirements via web search, dynamically hire specialized agents, and instantiate tasks at runtime. Features a hierarchical manager-worker loop, sandboxed code execution, and automated self-healing.

🤖 Streamline software development with DevSwarm, an autonomous AI that dynamically assembles teams and tasks to create complex systems efficiently.