Overview

ACE Studio

A validated, multi-LLM alpha pipeline over the Alpha Creation Engine. Work left to right — every expression is checked against the live operator list before it ever reaches a simulation.

—session
0LLM providers
0datasets
0fields (V/M)
0deduped configs
0results →
0winners
—context

Getting Started

    Providers & Recent Activity

    Recent Jobs

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    Data Context

    flows into every step

    Datasets

    Fetch datasets to begin.
    0 selected

    Fields

    all vector matrix virgin
    Select datasets, then fetch fields.

    Generate With LLM

    Working Set → Sent To The Model
    —
    Providers

    Generated Alphas

    Generate to see expressions.

    Template VECTOR/MATRIX Aware

    Use {field} for the datafield slot. VECTOR fields are wrapped with each chosen vec_* operator; MATRIX fields are used directly. Enable Multiple Fields to also use {field2} and combine two datafields.

    Multiple Fields
    vec_* Operators For VECTOR Fields
    Saved Templates
    —
    Best Templates — by promising alphas produced
    —

    Preview

    Every expansion is validated, so a template can't reference an operator or group that doesn't exist.

    Preview an expansion to validate it.

    Expressions

    One per line — from Generate/Templates, or paste your own.

    Simulation Log

    Every batch and event streams here so you can debug — failures, rejections, stops, stats fetching.

    No activity yet. Run a simulation.

    Simulation Settings

    Multiple Fields
    Per-Alpha Checks — read-only diagnostics; none of these submit an alpha
    PnL yearly stats self-corr prod-corr submission check

    Results & feedback

    Promising Alphas — by |fitness|

    Operator Insights — avg fitness feeds prompts

    Operators

    Live Platform Logs

    login, BRAIN API, server & job events — updates live

    Session / Login

    ACE / BRAIN API

    Web / Server

    Jobs

    Session & Login

    Login is never triggered automatically. If the session is missing or expired, log in here: open the biometrics link, complete it in your browser, then click Finish — the pkl updates.

    API Keys

    Saved to ~/secrets/ace_keys.json and applied immediately — they persist until changed. Leave a field blank to keep it; type a new value to update.

    Active Provider & Model

    Pick which LLM runs first (the rest stay as fallbacks) and set a model per provider.

    —
    Model Per Provider

    Clearing / deleting now lives in each tab: Data → Clear cache, Results → Clear, Templates → Clear all / ×, Logs → Clear, and API Keys → Remove above. The session (login) is never affected.

    Get help & report a problem

    Found a bug or an error? Send it straight to the app owner. Leave a name or email and they can reply.