Show HN: PolyHelper – Self-evolving cognitive exoskeleton orchestrating 10 AIs (github.com)

PolyHelper, a groundbreaking cognitive exoskeleton, was recently unveiled, designed to enhance human decision-making in high-stakes environments by orchestrating over ten independent AI models. This platform goes beyond traditional AI tools by continuously monitoring users' cognitive load and dynamically adjusting its support across five core abilities: See, Hear, Act, Simplify, and Remember. Notably, PolyHelper provides a robust decision-making framework, offering both convergent and divergent orchestration modes that either distill insights into a single best answer or preserve a range of unique perspectives for strategic exploration. The significance of PolyHelper lies in its integrated governance model, addressing three major challenges in AI: vendor lock-in, lack of audit trails, and optional governance. With its self-evolution capabilities, PolyHelper acts as a vendor-neutral arbiter, ensuring decisions are auditable and reproducible. This is especially crucial for sectors like automotive and healthcare, where accountability is paramount. By incorporating features like a cognitive offloading guard and a multi-layered safety framework, the system not only augments human abilities but also ensures compliance and safety, making it a pioneering solution in the AI/ML community.