From models to systems to industries.
We back founders turning AI into infrastructure across finance, industry, and global markets — operating across the full deployment stack from Silicon Valley frontier to GBA industrialization to Hong Kong capital.
"AI capability is commoditized. The bottleneck is deployment. Winners turn AI into real-world systems."
A trillion-dollar deployment gap exists across finance, industry, and supply chains. High-friction markets represent the highest leverage — and the deepest moats. We invest exactly there.
Foundation models have commoditized intelligence. The next wave of value will be created by companies deploying AI into real-world systems — across regulated, complex, high-friction industries.
We invest where AI becomes infrastructure, not just software. Companies that win will not be those with the best models — they will transform industries through deployment, distribution, and domain depth.
Trading intelligence, RWA tokenization, credit underwriting automation, RegTech, and cross-border financial market infrastructure. The rails of the next financial system.
Supply chain intelligence, manufacturing automation, fashion & retail systems, and enterprise workflow orchestration. AI moving from the screen to the factory floor.
AI agents, orchestration layers, control planes, and deployment infrastructure. The picks-and-shovels of the AI industrialization era — enabling every vertical above it.
We don't just invest in AI — we invest in AI that deploys. Every investment thesis maps to one of four strategic pillars that define where real value accrues in the deployment era.
We back companies that own the full stack — from model layer through application to workflow integration. Partial solutions get disrupted. Full-stack players become infrastructure.
Capability without deployment is a demo. We prioritize companies with a clear, near-term path to real-world deployment in production environments, at enterprise scale.
Autonomous AI agents replacing human workflows across finance, legal, and operations. The agent economy is the next platform shift — we are positioning into it early.
Proprietary data compounds. Existing distribution multiplies. Companies with both are structurally defensible — the combination defines the moat in every vertical we back.
We are not a traditional VC — we are operators building alongside founders.
Our edge comes from three integrated layers spanning the full journey from frontier research to global markets.
We weight execution over vision. Four signals we look for in every founding team — operators who have already started building.
We respond to every founder submission.
No warm intro required — we evaluate signal, not network.