Research Notes

Founder-led writing on event ambiguity, source reliability, and cleaner automated research workflows.

Dataset

Contested Event Outcomes Database

A reference database containing 1,680+ historically contested public event questions. Analyze the semantic gaps, subjective thresholds, and source reliability issues that trigger downstream pipeline friction.

1,686 records • Live Database
Guide

A Practical Checklist for Event Question Ambiguity

Five checks for finding vague thresholds, weak source rules, and bundled conditions before event questions enter automated workflows.

5 min read
API

OracleMangle API Overview

How to score event questions, route high-risk wording into manual review, and get a Starter or Pro API key.

Quickstart