About Bee
The Progressive Intelligence Engine.
Bee is built by CUI Labs (Pte.) Ltd. — a Singapore-incorporated company building trust-critical infrastructure for autonomous and high-consequence systems. Bee is the cognitive substrate piece of XIIS, the parent platform’s governance and runtime layer.
Our manifesto
Verifiable trust. Continuous resilience.
The last decade of LLMs converged on a recipe: a closed model on a closed runtime behind a closed API, with strong margins and a weak commitment to portability. That works fine for many customers — and not at all for the customers who need to plan for the next ten years.
Bee's bet is that the next platform will be open at the cryptographic layer (post-quantum by default), open at the model layer (architecture published on HuggingFace; adapter weights governed per release policy with verification records on /trust), and open at the network layer (improvements that propagate without a central bottleneck). We've put each of those into code, not just into the deck.
We're not anti-incumbent. Bee speaks the OpenAI Chat Completions wire format on purpose — your existing client code keeps working. We just don't want a customer's bet on an LLM platform to be a bet on a single company's roadmap.
What we work on
Progressive by design
Bee meets users where they are. Public access for everyday work, professional reasoning for individuals, builder workflows for developers, team operations for organisations, enterprise specialist intelligence, high-assurance reasoning, and sovereign deployment — one engine, seven roles, a single progression path.
Governed for procurement
Memory, policy, telemetry, assurance, and deployment control are first-class concerns, not bolt-ons. Bee uses XIIS foundations for governed workflow architecture and integrates QNSP-backed security paths (FIPS 203/204/205) for regulated and sovereign deployments.
Improvements that compound
When one Bee tier evolves, the rest of the ladder benefits. Validated improvements propagate through the governed release pipeline — every claim links to verifiable evidence at /trust before it ships.
The company
CUI Labs (Pte.) Ltd.
Independent, founder-owned R&D company headquartered in Singapore. We build platform infrastructure for the post-quantum era — Bee for the LLM and agent layer, Plus a catalogue of solutions across operational intelligence, fintech risk, and industrial autonomy.
Verified at cuilabs.io · huggingface.co/cuilabs.
- Legal entity
- CUI Labs (Pte.) Ltd.
- Jurisdiction
- Singapore
- Trust posture
- CSA STAR Level 1 · ISO track in progress
- Infrastructure
- AWS Singapore · Vercel · HuggingFace
- Engineering hub
- huggingface.co/cuilabs
- Live Bee backend
- bee.cuilabs.io
Bee in the CUI Labs catalogue
Bee is the LLM solution in the CUI Labs catalogue. Below are the sister solutions in general availability or actively deploying; the full catalogue — including earlier-stage and research solutions — is at cuilabs.io.
QNSP
GAQuantum-Native Security Platform — post-quantum cryptographic control plane
BotHub
GAInfrastructure layer for autonomous AI — agent registry & verification
Tunnel
AlphaQuantum-safe connectivity fabric with programmable tokenomics
DDIP
AlphaDeterministic Development Intelligence Platform — 22 analyzers + quantum optimization
SIGQ
StagingQuantum-enhanced market prediction — hybrid quantum-classical with XAI
Full catalogue at cuilabs.io.
How to reach us
One last thing
See the engine, not the deck.
Open the workspace and chat with Bee Cell — live in production today. Higher tiers ship on a published, eval-gated release schedule. The fastest way to evaluate Bee is to use it.