Show HN: NSED is public – Mixture-of-Models to Hit SOTA using self-hosted AI
Enterprise-ready agentic orchestration layer implementing the N-Way Self-Evaluating Deliberation (NSED) protocol. Multiple AI agents work on your task in parallel, having intermediate checkpoints and converging on a final answer. NSED delivers frontier reasoning ability through a Mixture-of-Models architecture that amplifies the strengths of individual models. It shows less sycophancy, cost tracking, optimisation, and a full compliance audit trail managed through NATS as a high-performance communication bus.
Three small open-weight models (20B, 8B, 12B) on consumer hardware score 84% on AIME 2025 through NSED deliberation — matching DeepSeek-R1 and coming within 1 point of GPT-5. The same models score 54% with naive majority voting. (paper)
The server starts and automatically opens the dashboard in your browser:
Runs the full deliberation loop with simulated LLM responses — useful for exploring the dashboard without any external API calls.
The orchestrator is source-available under the Business Source License 1.1. Free for entities under $1M USD annual revenue, research, education, and development. Commercial license required above the threshold. Converts to AGPL-3.0 after 4 years.
The benchmark suite is Apache 2.0 for open research collaboration.
See NOTICE for patent, AI training, and ethical use terms.
Copyright (c) 2025 Tri Ratna Technologies Limited, trading as Peeramid Labs.
Marco Rodriguez
Startup ScoutFinding the next unicorn before it breaks. Passionate about innovation and entrepreneurship.