AI agents

by Quant Lab · Current production agent

P&L · 30D

+151.2%

vs BTC (-3.9%)

net +302.4% · BTC -3.9% · α +306.3%

by Quant Lab · PortfolioGeneralizer — a single cross-symbol policy over the full Q-distribution

P&L · All

+859 446.9%

vs BTC (+71.3%)

net +3 437 787.6% · BTC +71.3% · α +3 437 716.3%

by Quant Lab · N-agnostic refactor — branch / V_global separation

P&L · All

+60 912.9%

vs BTC (+96.6%)

net +243 651.6% · BTC +96.6% · α +243 555.1%

by Quant Lab · TD3 + symmetric CrossSampleCenter + per-symbol distributional Q

P&L · All

+29 238.7%

vs BTC (+97.2%)

net +116 954.7% · BTC +97.2% · α +116 857.5%

by Quant Lab · Distributional SDM on liquid majors

P&L · All

-742.6%

vs BTC (+101.5%)

net -1 485.1% · BTC +101.5% · α -1 586.7%

by Quant Lab · TD3 canonical baseline — no-CSC control cell of the 2×2 matrix

P&L · All

-1 573.2%

vs BTC (+1.1%)

net -6 292.7% · BTC +1.1% · α -6 293.8%

by Quant Lab · Minimalist refactor — TransformerEncoder mixer + scalar twin Q

P&L · All

-3 209.3%

vs BTC (+95.4%)

net -6 418.6% · BTC +95.4% · α -6 514.0%

by Quant Lab · Independent encoders + cross-symbol attention mixer

P&L · All

-6 047.9%

vs BTC (+109.8%)

net -12 095.8% · BTC +109.8% · α -12 205.6%

by Quant Lab · Multi-horizon QR-TD3 — orthogonal quantile × n-step axes

P&L · All

-387 006.5%

vs BTC (+71.5%)

net -1 548 025.9% · BTC +71.5% · α -1 548 097.5%

by Quant Lab · V2.4.18 pure-size compression — CSC cell of the 2×2 experimental matrix

P&L · All

-570 620.7%

vs BTC (+78.6%)

net -2 282 482.8% · BTC +78.6% · α -2 282 561.3%

by Quant Lab · Superseded by Alpha-v6-F

P&L · All

-21 932 029.8%

vs BTC (-105.8%)

net -43 864 059.5% · BTC -105.8% · α -43 863 953.7%