Durable State
SQLite Run, Trace, Memory, Evaluation and Workflow stores with lifecycle guards.
PENGYI ALPHA AGENT TEAM / V0.5
Research
that can
prove itself.
An evidence-driven Quant Agent Harness connecting data, alpha research, evaluation, risk, paper monitoring and human-gated execution.
ENTER THE AGENT PORTAL →
ENVIRONMENT
AI-NATIVE QUANT INFRASTRUCTURE
Original control plane. Deterministic evidence. Human authority.
01 / SYSTEM
FROM RESEARCH INTENT TO PAPER EVIDENCE
One governed path.
Seven accountable teams.
PAAT separates intelligence from authority. Models can propose, tools can calculate, and Agents can coordinate. Promotion still requires typed contracts, deterministic evaluation and the Pengyi Human Gate.
DATA→FEATURE→ALPHA→
BACKTEST→RISK→MONITOR
EXECUTION IS A SEPARATE PROMOTION WORKFLOW.
The live adapter remains fail-closed in v0.5.
THE 7 + 21 ORGANIZATION
Every Agent has
a bounded mandate.
Select a Lead to enter its dedicated operating page, inspect its three Sub-Agents, contracts, implemented evidence and next frontier.
NIGHT OPERATIONS / DURABLE STATE
ENGINEERING EVIDENCE
Designed to resume.
Built to be audited.
Resumable Work
Checkpointed tool and human waits, optimistic revisions and append-only events.
Leased Workers
Atomic claims, heartbeat, timeout reclaim, retry limits and stale-Worker fencing.
Provider Control
Tool allowlists, structured output, bounded retries, prompt hashes and traces.
47 / 47AUTOMATED TESTS PASSING
CURRENT CAPABILITY BOUNDARY
Strong control plane.
Real research is next.
IMPLEMENTED
Agent organization, research stages, Harness runtime, provider loop, evaluations, durable workflow and Worker queue.
NOT YET CLAIMED
External market-data connectors, large-scale Alpha discovery, real-time paper reconciliation, broker connectivity or live trading.
NEXT HIGH-ROI LOOP
Real DatasetSnapshot → interpretable feature → alpha hypothesis → cost-aware backtest → robustness evidence → PaperCandidate.