AISTOCK CONTROL PANEL

AiStockCN

Systematic Equity Research Platform

From raw data to live trades. A full-stack quant research and execution system with feature pipelines, model training, walk-forward backtests, signal ranking, and broker-connected deployment.

Tech Stack: Python, TypeScript, Next.js, React, FastAPI, Uvicorn, Pandas, PyArrow, LightGBM, scikit-learn, BaoStock, AKShare, parquet-based data pipelines, workflow orchestration, paper-trading automation, Docker, and Docker Compose.

Live System Surface

Quant Engine Snapshot

Research Data Snapshot

Stocks in universe5,204
Kline files5,212
Valuation files5,212
Latest inference dateMay 20, 2026
Top saved features20

Pipeline State

Live

aistockcn-full-market-3y-20260521T100607Z

Universe Progress

44.1%

2,295/5,204 done

Data Coverage

5,212

4.5 GB local store

Active Signals

5,167

Latest date May 20, 2026

Model Health

0.596

Latest saved training metadata

Pipeline Telemetry

Live
Last state update: May 21, 2026, 19:11Last code: 300856Remaining: 2,909Log source: docker
300851 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2291/5204] Downloading 300852, attempt 1/6
300852 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2292/5204] Downloading 300853, attempt 1/6
300853 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2293/5204] Downloading 300854, attempt 1/6
300854 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2294/5204] Downloading 300855, attempt 1/6
300855 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2295/5204] Downloading 300856, attempt 1/6
300856 completed, note: reference_cache_stale_until:2026-05-13
[pass 1 2296/5204] Downloading 300857, attempt 1/6

Latest Kline Preview · 000001

Visitor Preview
Rows: 89Latest: May 21, 2026Date range: Jan 5, 2026 to May 21, 2026
datecodeexchangeopenhighlowclosevolume
May 21, 2026, 08:00000001sz10.7810.810.6910.7111,021,108
May 20, 2026, 08:00000001sz10.8610.8810.7610.7774,763,214
May 19, 2026, 08:00000001sz10.8310.9210.8310.8679,352,913
May 18, 2026, 08:00000001sz10.9610.9710.8210.8685,638,157
May 15, 2026, 08:00000001sz11.0511.1110.9610.9997,474,176
May 14, 2026, 08:00000001sz11.1411.1511.0511.0579,436,841
May 13, 2026, 08:00000001sz11.2511.2811.1111.14101,797,392
May 12, 2026, 08:00000001sz11.2811.3611.2111.25102,903,842