Trust & Evidence
Every claim, with the source.
We try to keep marketing claims to a hard rule: if it's on the site, it has a citation you can click. This page is the index. Cross-reference anything you'd like — we expect you to.
Standards-backed cryptography
Bee's PQC stack is not a custom protocol. Every algorithm we ship is a NIST-finalized standard with a published reference, an effective date, and a test-vector suite.
Real running infrastructure
Bee Cell ships on a curated open-weight Apache-2.0 production base under our governed release policy. Specific base disclosure is contractual via the Enclave deployment manifest — procurement and compliance teams can validate base-model lineage under NDA without depending on upstream vendor announcements. Evaluation scores are published as machine-readable JSON in the public repo.
Verifiable corporate identity
CUI Labs (Pte.) Ltd. is a Singapore-incorporated entity with a verified HuggingFace organisation, a public website, CSA STAR Level 1, and an ISO certification track in progress.
Verified citations
Every fact, linked.
Each row links to the authoritative source. Right column is the date of the most recent re-verification.
| Claim | Source | Verified |
|---|---|---|
FIPS 203 — Module-Lattice-Based Key-Encapsulation Mechanism Standard ML-KEM (Kyber) standardised by NIST as the post-quantum KEM. Effective August 14, 2024. | csrc.nist.gov | 2026-04-28 |
FIPS 204 — Module-Lattice-Based Digital Signature Standard ML-DSA (Dilithium) standardised by NIST as the post-quantum digital signature. Effective August 14, 2024. | csrc.nist.gov | 2026-04-28 |
FIPS 205 — Stateless Hash-Based Digital Signature Standard SLH-DSA (SPHINCS+) standardised by NIST for hash-based signatures. Effective August 14, 2024. | csrc.nist.gov | 2026-04-28 |
Federal Register — Issuance of FIPS 203, 204, and 205 Official US government issuance of all three post-quantum cryptography standards. | www.federalregister.gov | 2026-04-28 |
IBM Heron — 156-qubit Heron r2 superconducting QPU IBM's 156-qubit Heron r2 family. ibm_kingston, ibm_fez, ibm_marrakesh are Heron r2 backends. | en.wikipedia.org | 2026-04-28 |
IBM Quantum Open Plan — free real-quantum access (incl. ibm_kingston) IBM's free Open Plan offers 10 min/month of QPU runtime; ibm_kingston (Heron r2) became available on the free tier on March 16, 2026. | www.ibm.com | 2026-04-28 |
CUI Labs on HuggingFace Verified HuggingFace organisation page for CUI Labs (Pte.) Ltd. Bee Intelligence Engine published as a Space. | huggingface.co | 2026-04-28 |
Bee Cell production inference — Modal serverless Bee Cell production inference runs on Modal app `bee-cell-prod` (infra/modal/bee_app.py). Cold start ~45s, warm ~1s. The HuggingFace Space (cuilabs-bee.hf.space) was decommissioned at the Modal cutover (2026-05-04, commit 9acbac2); HF org artifacts are retained for community model-card + dataset hosting only. | modal.com | 2026-05-05 |
Parent company — CUI Labs (Pte.) Ltd. Singapore-incorporated parent. Tagline: 'Verifiable Trust · Continuous Resilience'. Compliance: CSA STAR Level 1, ISO track in progress. | www.cuilabs.io | 2026-04-28 |
Quantum Inspire 2.0 (TU Delft / QuTech) Free public access to Tuna-5 (transmon), Starmon-7 (transmon), and Spin-2+ (electron-spin qubit) backends. | www.quantum-inspire.com | 2026-04-28 |
D-Wave Leap — free 1 min/month QPU access New users receive 1 free minute of QPU time per month — typically 400–4,000 jobs. | www.dwavequantum.com | 2026-04-28 |
Xanadu Borealis — 216-qubit photonic via Xanadu Cloud + AWS Braket Photonic quantum computer (216 squeezed-state qubits) accessible via Xanadu Cloud and AWS Braket. | aws.amazon.com | 2026-04-28 |
Microsoft Azure Quantum — $500 free credits per provider First-time users receive $500 USD free credits for each participating provider (IonQ, Quantinuum, Rigetti, Pasqal). | learn.microsoft.com | 2026-04-28 |
In-repository evidence
The artefacts ship with the code.
We don't ask you to take our word. The numbers below are read from JSON files committed alongside the engine.
Internal eval suite
Reproduciblepath · bee/eval_harness.py · data/eval_reports/report.json
- Overall score70.0%
- Model (Cell base)google/gemma-4-E4B-it
- DeviceApple Silicon (MPS)
- Total time100.8 seconds
- Tasks passed28 / 40
Small internal suite on the base model — reproduce with python -m bee.eval_harness --device mps; raw per-task outputs are committed. Not a comparative public benchmark.
Engine configuration
Verifiedpath · bee/agi_config.py · bee/agi_model.py
- Hidden size4,096
- Layers48
- Attention32 heads / 8 KV (GQA + RoPE)
- MoE16 experts, top-2
- LoRAr=16, α=32
- RAGFAISS · all-MiniLM-L6-v2
Quantum hardware claims
Real backends. Verifiable backend names.
The IBM backend names below are real systems — anyone with an IBM Quantum account can list them. ibm_kingston (Heron r2, 156 qubits) is available on the IBM Quantum Open Plan; consult IBM Quantum’s documentation for the current backend roster.
Hosted backend — verifiable, not opaque
The live Bee runs on Modal.
Cell-tier inference is served by a Modal serverless app — the URL is published below and the latency shown is the real round-trip from this page to the backend, refreshed every 10 seconds. No mock numbers, no aspirational uptime. The CUI Labs HuggingFace organisation at huggingface.co/cuilabs is verified and hosts the model cards documenting each tier's architecture. Adapter weights themselves are governed — release decisions follow the published policy, and specific base-model lineage is disclosed contractually via the Enclave deployment manifest so procurement is insulated from upstream-vendor noise.
Live
bee-cell-prod on Modal
api · cuilabs--bee-cell-prod-fastapi-app.modal.run
Latency above is measured server-side: the round-trip from this Next.js process to the Modal serverless app. Refreshes every 10 seconds. Cold start ~45s, warm ~1s. No fake numbers.
View CUI Labs on HuggingFaceCompliance posture
Where we are, where we're going.
We don't claim certifications we haven't earned. Below is the current attestation state.
CSA STAR Level 1
Cloud Security Alliance Self-Assessment listing for the parent CUI Labs (Pte.) Ltd.
ISO 27001
Information Security Management track in progress at the parent level.
GDPR / UK GDPR / PDPA
EU + Singapore data-protection compliance stance encoded in the Privacy Policy and DPA.
RFC 9116
Vulnerability disclosure contact published at /.well-known/security.txt.
Found something we got wrong?
Tell us — we'd rather correct it than defend it.
Inaccuracies on this page get fixed within one business day. Anything material gets a changelog entry too.
Architecture overview: hidden 4096, agents per RPi: 5, free quantum backends: see /quantum.