┌─[onenova@frontier]─[~/2026] └──╼ initializing capital for the next decade...
$ onenova --mission "back the frontier of intelligence"

We back the frontier of intelligence.
// AI infra. AI applications. Globally.

OneNova is an early-stage venture fund investing in global frontier technology — with conviction in AI infrastructure and AI applications that compound into category-defining companies.

AI Infra Foundation Models Inference & Compute Agents Vertical AI Robotics Silicon Dev Tools

Two layers. One trajectory.

Intelligence is becoming the substrate of every product. We invest where the substrate gets built — and where it gets shipped. We write early checks, work shoulder-to-shoulder with founders, and connect them to operators who have actually scaled what's next.

layer://infra

AI Infrastructure

The picks-and-shovels of the intelligence economy — silicon, systems, and the software that makes models train, serve, and reason at scale.

  • Compute & accelerators silicon
  • Training & inference platforms systems
  • Data, retrieval & memory middleware
  • Agent runtimes & orchestration protocols
  • Robotics stacks embodied
layer://app

AI Applications

Products that turn raw model capability into durable workflows, defensible distribution, and category-defining outcomes for end users and the enterprise.

  • Vertical AI for regulated industries health · legal · fin
  • AI-native productivity & creative tools prosumer
  • Autonomous agents & copilots workflow
  • Consumer AI experiences global
  • Cross-border SaaS US · APAC
~ /onenova/portfolio.json
// what we look for
{
  "stage": ["pre-seed", "seed", "series-a"],
  "geography": ["US", "APAC", "EMEA"],
  "check_size": "$250K – $3M",
  "signals": [
    "founders who ship faster than the market believes is possible",
    "unfair distribution or unfair technology",
    "products that get smarter the more they are used"
  ],
  "ownership_target": 0.08,
  "value_add": ["talent", "go-to-market", "cross-border", "follow-on capital"]
}

Operators and investors who've built the last decade — and the next.

A small partnership backed by a deep bench of advisors who have founded, scaled, and exited at the frontier.

_TM
Founder & General Partner

Tony M.

// founder · investor

Founder of OneNova. Tony leads the firm's investment strategy across AI infrastructure and AI applications, partnering with technical founders from day zero through scale.

_GT
Advisor

Garry Tan

// 10+ yrs · frontier investing

Over a decade of venture experience, focused on emerging technologies and new business models. Has backed dozens of successful companies, with a long track record of meaningful exits.

_BZ
Advisor

Ben Z.

// alibaba · bytedance · strategy

Former strategic-investment leader at Alibaba and ByteDance. Deep operating and investing experience across silicon, robotics, and AI — with a portfolio of category-defining outcomes.

Capital from people who've built it before.

OneNova is backed by a global network of successful entrepreneurs and senior Alibaba executives — LPs who don't just write checks, they open doors, debug strategy, and recruit talent.

  • Global foundersOperators who've built and exited category leaders.
  • Alibaba executivesSenior leaders from one of the world's largest tech ecosystems.
  • Cross-border operatorsUS ↔ APAC distribution and hiring networks.
  • Frontier technologistsEngineers and researchers from leading AI labs.
advantage://network

An LP base that ships.

When founders work with OneNova, they're tapping a network that has personally lived through hyper-growth, cross-border expansion, and the operational reality of scaling AI products to hundreds of millions of users.

talent · gtm · capital

Building at the frontier?

We read every cold email. If you're working on AI infra or AI applications and you're moving faster than people expect, we want to hear from you.

$ echo "let's talk" | mail -s "pitch" hello@onenova.ai

Send a one-pager, a deck, or just a Loom. The shorter and weirder, the better.