QuanTuring's First Public Keynote — Sovereign AI in Practice: QuanCog at the Tier-1 Enterprise Cognitive Layer
On June 5, 2026, QuanTuring Inc. delivered its first formal public keynote since incorporation in November 2025, at the DIGITIMES 2026 Sovereign AI Forum — also the public debut of QuanCog, our enterprise knowledge brain. Sincere thanks to Garage+ for the catalytic introductions that placed QuanTuring on stage alongside industry leaders including Cisco, Taiwan Web Service (TWS), and Taiwan's National Center for High-performance Computing (NCHC).
"While the market chases ever-bigger, ever-pricier models, QuanTuring chose a hard-core path — solving the real industrial dead-ends of Physical AI with cognitive-engineering discipline."
— Allen Chen, opening the keynoteEnterprises Don't Need Another Conversational Toy
In a 20-minute practitioner session, QuanTuring made its core case: in the Physical AI era — across smart manufacturing, autonomous vehicles, and defense technology — enterprises need a cognitive-layer core that is absolutely safe, auditable, and aligned with international standards. Our 200-question cross-domain benchmark validates that discipline: MRR 0.945 with zero cross-domain misrouting. Engineering discipline > model size.
Deployment Flexibility Is the New Sovereignty Consciousness
Three Anchors from the Stage
- Production-grade vertical RAG knowledge integration — built for industry workloads, not generic chat
- Deployment flexibility — cloud for enterprise knowledge expansion, on-prem for core confidential workloads
- Sovereign AI starts here — QuanTuring is built to serve both modes from day one
Sovereignty is not merely hosting a model onshore — it means an enterprise holds full choice over its data, its deployment location, and its auditability. That is exactly what QuanCog's cloud-and-on-prem design was born for.
A Complete Ecosystem, Six Months from Founding
Barely six months after incorporation, QuanTuring has assembled a complete ecosystem formation: compute through the NVIDIA Inception Program, cloud and ISV channels through Microsoft for Startups, startup-program support from Google for Startups and AWS Activate, and final forging in the Garage+ Startup Global Program S26.
"Engineering discipline is the moat. Deployment sovereignty is the trust. The cognitive layer of Physical AI is the destination QuanTuring is built to deliver."
— Allen Chen, closing the keynoteExplore QuanTuring Enterprise AI Solutions
A compliant, secure, high-accuracy enterprise cognitive layer. From PDFs to knowledge bases, from dormant data to auditable intelligent applications.
Book a Free Enterprise Demo →About QuanTuring Inc.
QuanTuring Inc. positions itself as the Cognitive Layer of Physical AI and builds QuanCog, an audit-grade enterprise knowledge platform. Every answer cites the exact source document and page; high-stakes questions go through a multi-model council review where AI reviewers cross-check each other's citations before release; and the system refuses to answer when the corpus lacks evidence. The same engine deploys on cloud, hybrid, or fully air-gapped on-premise environments — because in regulated manufacturing, semiconductor and financial settings, data cannot leave the plant. The self-built retrieval engine achieves 97.4% Hit@5 on a 200-question benchmark (Wilson 95% CI), with 100% retrieval on Chinese and Japanese corpora and 0.945 cross-domain MRR. On-premise full-stack inference performance is published on the NVIDIA Developer Forum. A member of the NVIDIA Inception Program.
Learn More: https://quanturing.ai
Media Contact: ask@quanturing.ai