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.

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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

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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.

Sophon Apex

Nasdaq 100

Growth

Trade-light

Live return [1]

18.4

Benchmark return [1]

10.7

Excess return [1]

7.8

Max drawdown [1]

-19.1

Sophon-3 node configuration
Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • QCOMQualcomm43.04%
  • INTCIntel Corporation14.71%
  • GOOGLAlphabet Inc. (Class A)10.84%
  • GOOGAlphabet Inc. (Class C)10.77%
  • PDDPDD Holdings10.12%
  • AMATApplied Materials7.17%
  • METAMeta Platforms3.35%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Core

Nasdaq 100

Sector Specialist

Concentrated

Live return [1]

21.6

Benchmark return [1]

10.7

Excess return [1]

10.9

Max drawdown [1]

-17.9

Sophon-3 node configuration
Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • LRCXLam Research14.09%
  • MUMicron Technology11.36%
  • AAPLApple9.20%
  • AMATApplied Materials8.53%
  • AVGOBroadcom Inc.8.20%
  • KLACKLA Corporation7.41%
  • REGNRegeneron Pharmaceuticals6.63%
  • VRTXVertex Pharmaceuticals6.63%
  • GOOGAlphabet Inc. (Class C)5.45%
  • NVDANVIDIA5.32%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Pillar

Nasdaq 100

Diverse

Defensive

Live return [1]

17.7

Benchmark return [1]

10.7

Excess return [1]

7.0

Max drawdown [1]

-4.8

Sophon-3 node configuration
Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • MSTRMicroStrategy Inc.6.57%
  • MUMicron Technology6.04%
  • TSLATesla5.99%
  • CMCSAComcast5.76%
  • NVDANVIDIA5.50%
  • TMUST-Mobile US5.45%
  • MSFTMicrosoft5.35%
  • FANGDiamondback Energy5.34%
  • AAPLApple5.15%
  • INTCIntel Corporation5.13%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.

Sophon Surge

S&P 500

Growth

Strong return

Live return [1]

24.2

Benchmark return [1]

8.6

Excess return [1]

15.5

Max drawdown [1]

-36.9

Sophon-3 node configuration
Annual return
Benchmark
Excess returns
Max drawdown
Year
NaN
NaN
NaN
NaN
Annual growth
  • APHAmphenol43.47%
  • MRNAModerna Inc.29.12%
  • DDOGDatadog3.98%
  • ANETArista Networks3.61%
  • FTNTFortinet3.23%
  • CRLCharles River Laboratories2.22%
  • MUMicron Technology2.11%
  • MMM3M1.73%
  • GEGeneral Electric Co0.62%
  • TECHBio-Techne0.54%
Top 10 holdings
1. The metrics are measured since live deployment of the agent. April 21, 2026.