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Democratizing financial expertise

Have a market idea? Verify it before you believe it.

We open-sourced a finance research DevBox for everyday investors and builders: write one sentence, and the agent checks the evidence with data, statistical tests, backtests, and a report you can inspect.

research-devbox / agent run
ideaCRCL beta regime shift
"Did CRCL move from BTC beta to COIN beta?"
DataCRCL, BTC, COIN minute bars
TestsRolling beta, breakpoint, residual drift
BacktestSignal rules, costs, out-of-sample split
OutputReproducible notebook + report
1 linefrom intuition to evidence
No deskresearch without an analyst team
Testsregression and event studies
Backtestsedge evidence, not vibes

Democratizing financial expertise

Turn "this feels like an edge" into something testable.

Beta regime shifts

"Did CRCL shift from BTC beta to COIN beta?" The agent builds comparable return series, rolling regressions, and breakpoint checks.

Macro event drift

"Does SPY show abnormal drift in the 48 hours before Powell speaks?" The agent creates an event study and compares it to matched windows.

Prediction-market mean reversion

"How often does a Polymarket 90:10 market revert to 70:30?" The agent measures path behavior and converts it into strategy tests.

Open-source DevBox

Not a data vendor. A way to check your own ideas.

The DevBox gives an agent the pieces needed to verify a claim: data access, feature building, statistical tests, event studies, and backtesting. Every result should be inspectable, rerunnable, and falsifiable.

find data build features run regressions event study backtest strategy write report

Workflow

From curiosity to a verifiable answer.

01

Ask

State the market idea in plain language, with the instruments, event, or behavior you care about.

02

Assemble

The agent finds the data, aligns timestamps, creates features, and records every assumption.

03

Test

Run regressions, event studies, significance checks, and strategy backtests with costs and splits.

04

Verify

Get a research report with queries, charts, assumptions, and enough detail to rerun the work.

We are opening it soon for people to try.

Forward it, quote it, challenge it, or bring an idea that deserves a real test. The goal is simple: democratizing financial expertise by helping more people verify finance claims without hiding the evidence.

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