Jango

Quants on demand

Investing is having its Cursor moment

Markets are no longer the bottleneck

Robinhood
Public
Polymarket
Kalshi
Hyperliquid

Say you think the Strait of Hormuz is going to close

Which instruments? How much? When do you exit? Who’s watching it all?Impossible to do manually.

Agents offer the solution. People are trying…

LLM-generated scripts

GitHub repos

Copilots

Pie chart: 90% of Polymarket traffic comes through the API, and 70% of that, 63% of all traffic, comes from Claude, ChatGPT and other LLMs.
Cumulative GitHub repositories pairing a trading or betting venue with an LLM: 444 by the end of 2025 and 3,726 by September 2026.

Trading copilots on Catalyst Labs, Instinct.xyz

…though nothing works out of the box, end-to-end

Jango trades end to end

Why not Claude?

Violates TOS

ChatGPT

We don’t allow our services to be used … for:

automation of high-stakes actions … such as: financial activities and credit

Claude

Claude is prohibited from

Engaging in stock trading or investment transactions

Integrating is hard

Clicks: 0

Generalist models struggle

At inference time, models conduct 1–3% of the work human analysts put in

General models take 20x fewer actions on their portfolios than active investors

Given broad prompts, models build portfolios with 80% overlap

Work we’ve done

Causal Chain Index

Relate world events to instrument exposure with maximum recall.

Cloud Harnessing

A low-cost, ephemeral VM fleet that minimizes hosting costs compared to VPS.

Companion Steering

A lean, encoder-only model that steers agent direction when needed.

Our team

  • Previously exited consumer founder
  • 800,000+ model downloads on Huggingface
  • $0-10M revenue on Vibecode
  • Employee #1 and lead GTM for FTX

Our investors

  • Sebastian Thrun (founder of Google Brain and Waymo)
  • Stanley Tang (founder of DoorDash)
  • Bain Capital Ventures
  • Human Capital
  • Susa Ventures
  • Researchers at Anthropic, GDM, OpenAI
  • Founding members of Kalshi