Continual learning AI that builds investment portfolios

Finforge builds Sophon-3, a system of models that keep learning. It screens the market, forecasts, and constructs portfolios using only information available at the time. The research is published, limitations included, and the system runs live today.

Try Sophon

Research publications

Finforge exists to give retail investors the kind of Al research that has always been locked inside institutions.
We publish our methods, our evidence standards, open for anyone to read, question, and verify.

Research paper

Sophon-3: Continual-Learning Deep Models for Non-Stationary Financial Markets

Why markets demand Al that keeps adapting. Sophon-3 turns continually-learning models into a live, tradable portfolio.

Read the paper

Research paper

Live–Backtest Parity: Deterministic Reproducibility of Continual Learning in Production

Most strategies die leaving the lab. Our live trading and backtests are the same system, run twice - with identical, auditable results.

Coming soon

Research paper

Agent Selection and Configuration: Pre-Registered Deployment of Live Trading Agents

How our live agents are configured and locked in before they trade real money — so results can't be cherry-picked afterward.

Coming soon

Autonomous trading agents built on the Sophon-3 research foundation

See how each project is built and how it performs. Every agent includes a Sophon-3 model node tree, a growth chart for benchmark index comparison and a table with YoY metrics. There are more projects on our Agents page.

Live trading agents

Sophon Apex

Medium Risk

Nasdaq 100

Last updated

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Alpaca account

Paper account ****8UEM

Live return [1]

22.1

Benchmark return [1]

11.9

Excess return [1]

10.1

Max drawdown [1]

-18.0

Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • QCOMQualcomm43.78%
  • INTCIntel Corporation14.40%
  • GOOGLAlphabet Inc. (Class A)10.74%
  • GOOGAlphabet Inc. (Class C)10.68%
  • PDDPDD Holdings9.92%
  • AMATApplied Materials6.98%
  • METAMeta Platforms3.51%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Core

Medium Risk

Nasdaq 100

Last updated

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Alpaca account

Paper account ****KYND

Live return [1]

22.1

Benchmark return [1]

11.9

Excess return [1]

10.1

Max drawdown [1]

-14.5

Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • LRCXLam Research14.22%
  • MUMicron Technology11.16%
  • AAPLApple9.44%
  • AMATApplied Materials8.42%
  • AVGOBroadcom Inc.8.01%
  • KLACKLA Corporation7.50%
  • VRTXVertex Pharmaceuticals6.70%
  • REGNRegeneron Pharmaceuticals6.56%
  • GOOGAlphabet Inc. (Class C)5.48%
  • GOOGLAlphabet Inc. (Class A)5.28%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Pillar

Low Risk

Nasdaq 100

Last updated

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Alpaca account

Paper account ****L76H

Live return [1]

18.8

Benchmark return [1]

11.9

Excess return [1]

6.8

Max drawdown [1]

-4.5

Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • MSTRMicroStrategy Inc.6.82%
  • MUMicron Technology5.89%
  • CMCSAComcast5.86%
  • TSLATesla5.74%
  • MSFTMicrosoft5.52%
  • NVDANVIDIA5.39%
  • TMUST-Mobile US5.37%
  • METAMeta Platforms5.34%
  • AAPLApple5.24%
  • AMDAdvanced Micro Devices Inc.5.22%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Surge

High Risk

S&P 500

Last updated

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Alpaca account

Paper account ****1456

Live return [1]

17.3

Benchmark return [1]

9.4

Excess return [1]

7.9

Max drawdown [1]

-34.4

Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • APHAmphenol43.68%
  • MRNAModerna Inc.29.36%
  • ANETArista Networks3.78%
  • DDOGDatadog3.76%
  • FTNTFortinet3.24%
  • CRLCharles River Laboratories2.17%
  • MUMicron Technology2.00%
  • MMM3M1.70%
  • GEGeneral Electric Co0.62%
  • TECHBio-Techne0.52%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.