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CUI Labs
Building What the Next Era Runs On.
CUI Labs develops trust-critical infrastructure for autonomous and high-consequence systems.
Our work spans post-quantum security, operational AI, blockchain security and interoperability, fintech risk intelligence, mission-critical coordination, and next-generation cognitive compute.
CUI Labs is organized around a portfolio of platforms and initiatives. Across that portfolio, XIIS — the eXtended Intelligence Infrastructure System provides a shared architecture for intelligence, execution, trust, assurance, interoperability, and operator visibility.
We build for markets where autonomy, cryptographic trust, operational control, and infrastructure resilience are becoming foundational requirements.
🌐 Company site: www.cuilabs.io
🐝 Featured: Bee — The Progressive Intelligence Engine
bee.cuilabs.io · Collection on HuggingFace
Bee is the first CUI Labs product live on HuggingFace. It is a tiered LLM platform with eight progressive tiers:
- Cell (free, public API) · Brood (professional) · Comb (builders) · Buzz (teams) · Hive (enterprise) · Swarm (premium reasoning) · Enclave (sovereign deployment)
- Plus Bee Ignite — an internal research class
One OpenAI-compatible /v1/chat/completions endpoint serves every tier with per-tier model selection. Cell-tier inference is hosted on Modal serverless; higher tiers auto-provision per paid customer. Each tier ships on a curated open-weight base (Gemma 4, Qwen3) under our governed release policy, with per-tier LoRA adapter overlays.
Links
- Product: bee.cuilabs.io
- Docs: bee.cuilabs.io/docs
- MCP server (11 tools for Claude / Cursor / VS Code): bee.cuilabs.io/docs/mcp
- SDKs (TypeScript + Python): bee.cuilabs.io/docs/sdks
- Public source repo: github.com/cuilabs/bee-community
- Per-adapter validation records: bee.cuilabs.io/trust
Other CUI Labs platforms (QNSP, XIIS, CUE, …) will land on HuggingFace as separate Collections as they reach production.
Portfolio Domains
CUI Labs organizes its work across six deep-technology domains:
1. Post-Quantum Security & Cryptography
Anchored by QNSP and Tunnel, this domain covers post-quantum storage, key management, secrets, secure connectivity, cryptographic transition, auditability, and quantum-resilient security infrastructure.
2. AI, Agents & Operational Intelligence
Anchored by CUE, BotHub, and DDIP, this domain covers operational intelligence, AI agent discovery, deterministic development intelligence, governed automation, workflow orchestration, and technical AI infrastructure. Bee (featured above) is the flagship platform in this domain.
3. Blockchain Security & Interoperability
Anchored by QSIG and WAHH, this domain covers cross-chain security, signing, identity, validator and node assurance, interoperability, provenance, and blockchain settlement rails.
4. FinTech, Risk & Quantum-Enhanced Intelligence
Anchored by QRISK, Profy, and SIGQ, this domain covers risk decisioning, fraud intelligence, financial operating workflows, institutional trust, market intelligence, and quantum-enhanced financial analytics.
5. Mission-Critical Autonomy & Industrial Coordination
Anchored by IACC, this domain covers coordination infrastructure for satellite, defense, energy, telecom, marine, manufacturing, water, emergency services, and other high-consequence operational environments.
6. Next-Generation Cognitive Compute
Anchored by NIOS and AIOS, this domain covers cognitive operating infrastructure, adaptive compute, intelligent operating environments, semantic IPC, self-evolving substrate research, and future execution architectures.
XIIS
XIIS — the eXtended Intelligence Infrastructure System is the shared architecture behind the CUI Labs portfolio.
It provides common foundations for:
- cognition and memory
- reasoning and retrieval
- runtime execution
- policy and identity
- cryptographic trust
- telemetry and observability
- evaluation and assurance
- interoperability across platforms
XIIS is designed to outlast individual models, applications, and interfaces.
Platforms & Initiatives
CUI Labs platforms and initiatives include:
- Bee — featured above. The Progressive Intelligence Engine. Tiered LLM platform with OpenAI-compatible API + MCP server. bee.cuilabs.io
- QNSP — quantum-native security platform for post-quantum storage, key management, secrets, auditability, and cryptographic migration.
- CUE — operational intelligence and orchestration platform built on XIIS.
- BotHub — AI agent trust, identity, and market intelligence.
- Tunnel — quantum-safe connectivity fabric.
- DDIP — deterministic development intelligence platform.
- QSIG — quantum-secure identity and signature infrastructure.
- WAHH — blockchain settlement rails and cross-network transaction infrastructure.
- SIGQ — quantum-enhanced market intelligence.
- QRISK — risk intelligence and decisioning infrastructure.
- Profy — financial operating workflows and institutional finance infrastructure.
- IACC — industrial and critical-infrastructure coordination.
- AIOS / NIOS — advanced research programs for future intelligent operating infrastructure.
On Hugging Face
This organization hosts public AI and model-related artifacts from CUI Labs.
Today, all CUI Labs HuggingFace repos are part of the Bee product (see the featured Collection above). Other CUI Labs platforms will arrive as separate Collections as they reach production.
You may find:
- Models → model profiles, model cards, and adapter metadata
- Datasets → training, evaluation, and domain datasets (private where they contain user interactions)
- Collections → curated per-product groupings (Bee today; QNSP / XIIS / others later)
- Spaces → this org-card Space; product demos when shipped
Operated by CUI Labs (Pte.) Ltd., UEN 202532790K, Singapore. Contact: www.cuilabs.io.