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Hunch

Hunch fuses live records across 12 verticals (LinkedIn, Zillow, Airbnb, SEC filings, energy, youtube, and news) into gemini-4-argon to forecast corporate HQ moves and simulate 3D neighborhood evolution—beating baseline B

Code Video Cerebral Valley

Core trick

Fuses 12 live data verticals into long-context Gemini calls to forecast corporate HQ moves, scored by Brier calibration.

Tags

financescience

Description

Hunch fuses live records across 12 verticals (LinkedIn, Zillow, Airbnb, SEC filings, energy, youtube, and news) into gemini-4-argon to forecast corporate HQ moves and simulate 3D neighborhood evolution—beating baseline Brier calibration by 14.6% across a 50-question benchmark.
Masmedeam/Hunch★ 00 forksPythonCreated Oct 25, 2026 · last push Oct 26, 2026

README excerpt

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<img src="ui/public/logo.png" alt="Hunch Fox Logo" width="88" height="88" style="border-radius:20px;" />

# Hunch

**Million-Token Cross-Vertical Forecasting & Headquarters Intelligence Engine**  
*Built at the **Gemini 4 Argon SF Hackathon** (Cerebral Valley · Shack15, San Francisco — Oct 25, 2026)*

[![Model: gemini-4-argon](https://img.shields.io/badge/Model-gemini--4--argon-E1381C?style=flat-square&logo=google&logoColor=white)](https://ai.google.dev/)
[![Track: Million Token Engineering](https://img.shields.io/badge/Track-Million_Token_Engineering-141413?style=flat-square)](pitch/README.md)
[![Data: 12 Glasser Verticals](https://img.shields.io/badge/Glasser-545_Runs_%C2%B7_32%2C490_Records-0E7A5D?style=flat-square)](COLLECTION.md)
[![Benchmark: #1 Brier 0.1759](https://img.shields.io/badge/Benchmark-%231_Brier_0.1759_%C2%B7_3.98%2F5_Judge-4F46E5?style=flat-square)](BENCHMARK.md)
[![Tests: 42 Passing](https://img.shields.io/badge/Tests-42_Passing-0E7A5D?style=flat-square)](tests/)

[**Live Observatory**](https://nextday-prediction.hidden-pond-5e6a.workers.dev) · [**5-Slide Pitch Deck (`/pitch`)**](https://nextday-prediction.hidden-pond-5e6a.workers.dev/pitch) · [**Pre-Loaded HQ Demo (`/?hq=1`)**](https://nextday-prediction.hidden-pond-5e6a.workers.dev/?hq=1) · [**Benchmark Report**](BENCHMARK.md)

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## Why We Built Hunch (Hackathon Problem Statement)

> **Track 1 — Million Token Engineering:** *Pick a monumental task where scale and tempora

Team