Autonomous research engine for generating, testing, and governing auditable claims across science, proofs, and high-stakes projects.

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).

PRISM — Photonic Recursive Intelligence with Synaptic Memory · Coherent IQ fiber neural network · Recursive meta-prompt · 4 telecom classifiers at 100% accuracy · IIT Mandi · Himshikhar 2026

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.

A framework for implementing continuous self-monitoring in autonomous systems

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.