Sovereign models, reasoning research, and an open ecosystem.

Labs is where NeuroCluster builds its own models — not wrappers around someone else's. Supernova reasoning research, public benchmarks, open tooling, and the products built on the platform, all on one page.

Sovereign meshReasoning pathways

Frontier reasoning systems for sovereign AI.

Supernova is the research soul of NeuroCluster — benchmark-led, anti-hype, and focused on efficient, verifiable reasoning that enterprises can deploy on sovereign infrastructure.

Hierarchical Reasoning

Multi-step inference architectures that decompose complex problems into verifiable stages.

Verifiable AI

Reasoning traces, formal verification, and theorem-proving experiments with Lean.

Agentic Systems

Multi-agent coordination with governance boundaries and auditable tool execution.

Memory Systems

Persistent context, retrieval-augmented reasoning, and long-horizon task memory.

AI Governance

Policy-aware research aligned with enterprise deployment and EU regulatory requirements.

Efficient Inference

Sample efficiency, compute budgets, and energy-per-correct-answer metrics.

  1. v0 Research

    2024–2025

    Architecture exploration, thesis formulation, initial ARC-AGI baselines.

  2. Benchmark Phase

    2025

    Public leaderboard submissions, reproducible eval harness open-sourced.

  3. Memory Systems

    2025–2026

    Long-horizon context, retrieval integration, agent memory primitives.

  4. Reasoning Engine

    2026

    Hierarchical and latent reasoning models with verifier-based training.

  5. Multi-Agent Orchestration

    2026+

    Governed multi-agent mesh integrated with enterprise platform runtime.

An active, reproducible ecosystem.

Open benchmarks, governance tooling, and platform components — with public eval harnesses, experiment logs, and reproducible research artifacts.

Products built on the platform.

Sidecar products running on NeuroCluster platform services — proof the platform ships, not just slides.

European research & scale-up

Labs is embedded in the European AI ecosystem — EuroHPC compute, university partnerships, and grant-funded research programmes.