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AGENT-NATIVE QUANT HARNESS
Financial quant research.
Connected. Traceable.
An agent-native harness for financial quantitative research. Organize algorithms as plugins, preserve evidence as Tasks, and connect Studio, CLI / MCP, and agents.
Latest Updates
- AxonX 0.1.0 released
Plugin-based quantitative research Tasks, execution tracking, task lineage, and shared CLI / MCP / Studio access. Documentation ↗
- Connect your Agent with SKILL.md + CLI
Load the Skill into Codex, Claude Code, or another Agent to discover Task contracts, develop plugins, submit research, and inspect results. SKILL.md ↗
- AxonX Studio available
Browse tasks and artifacts, inspect training curves and backtests, and compare strategies. The demo uses simulated data and execution. Try Playground ↗
- Alpha158 Enhanced developed with Skill + CLI
26 new features. In the 2025-01-01–2026-09-30 confirmation period, Top10 net annualized return rose from −5.74% to 28.21%, and Top20 from −3.24% to 24.93%. Explore the results ↗
01 / GET STARTED
Run your first task
Submit, follow, and inspect a built-in demo task.
↗02 / RESEARCH
Build a research workflow
Connect data, features, training, predictions, and backtests.
↗03 / AGENT
Connect your agent
Choose an external Skill / CLI / MCP integration or built-in Studio sessions.
↗01 / AXONX STUDIO
See your research unfold.
From task execution to result interpretation, inspect your research in one workspace.
Inspect execution records and trace upstream artifacts.
Read the guide ↗
Inspect the evidence, from configuration to validation curves.
Read the guide ↗
Read returns, costs, and quality together.
Read the guide ↗
Understand strategy differences over a shared period.
Read the guide ↗02 / HARNESS CORE
Flexible research. Grounded execution.
PLUGIN ↗
Research, independently extensible
Package algorithms and tasks as plugins with explicit input and output contracts.
TASK ↗
A record of every run
Keep status, logs, parameters, and artifacts in one task workspace.
MACHINE ↗
Multiple machines, one entry point
Access remote tasks, machine resources, and research results through a shared interface.
JOB API ↗
Studio, CLI, and agents connected
Share Job interfaces and workspace records to iterate on research evidence.
03 / CONTINUE YOUR RESEARCH
Continue by goal.
AGENT ↗
Research with an agent
Discover contracts, execute, wait, and inspect artifacts.
EXPERIMENT ↗
Design inspectable experiments
Fix controls, screen candidates, then confirm independently.
OPERATIONS ↗
Manage execution environments
Connect remote machines and maintain tasks, files, and services.
DEVELOP ↗
Extend research capabilities
Build plugins using Task contracts and framework extension points.
04 / AGENT RESEARCH CASE
From plugin development to confirmation.
Using Skill + CLI, Codex extended Alpha158 as a separate plugin with 26 new features, then completed ablations and independent confirmation. Confirmation-period Top10 net annualized return rose from −5.74% to 28.21%, and Top20 from −3.24% to 24.93%.
BUILD YOUR RESEARCH LOOP
Start with one Task.
The built-in demo needs no external data or model credentials.