Skip to content

Releases: bryanssss/marketforge-ai

MarketForge AI 0.5.0 — Research Workbench and Prospective Benchmark v3

Choose a tag to compare

@bryanssss bryanssss released this 24 Jul 14:46

MarketForge AI 0.5.0

MarketForge AI 0.5.0 expands the project from a forecasting and backtesting application into a broader local-first financial research workbench.

This release adds direct public market-data imports, additional transparent forecasting models, multi-asset portfolio analysis, market-regime classification, volatility forecasting, stress testing, saved research projects, experiment tracking, report generation, accessibility improvements and prospective frozen benchmark v3.

Research and educational software only.
MarketForge AI does not provide financial advice, guaranteed predictions, automated trading signals or promises of profit.


Major New Features

Public Market-Data Connectors

MarketForge can now import public historical candle data directly from:

  • Binance Spot
  • Coinbase Exchange
  • Kraken Spot

These connectors:

  • Use public market-data endpoints
  • Do not require exchange API keys
  • Do not access trading accounts
  • Do not place orders
  • Pass imported data through the MarketForge validation pipeline

Additional Forecasting Models

MarketForge now includes eight transparent forecasting choices:

  • Naive persistence
  • Robust drift
  • Moving-block bootstrap
  • Original ensemble
  • Exponential smoothing
  • Momentum
  • Mean reversion
  • Regime-aware ensemble

The new regime-aware ensemble changes its model mixture using recent market conditions such as trend, momentum, volatility and regime confidence.


Forecast Calibration

Forecast intervals can now use:

  • No calibration
  • Empirical calibration
  • Conformal-style widening

Calibration information is recorded in forecast metadata so adjustments remain visible and auditable.


Multi-Asset Portfolio Analysis

The new Portfolio workspace can analyse several market datasets together.

It includes:

  • Timestamp alignment
  • Return correlations
  • Covariance analysis
  • Individual asset volatility
  • Portfolio equity simulation
  • Rebalancing
  • Turnover
  • Maximum drawdown
  • Diversification measurements

Supported allocation methods include:

  • Equal weight
  • Inverse volatility
  • Risk parity
  • Minimum variance

Users can configure allocation limits, rebalancing frequency, transaction costs, initial capital and optional target volatility.


Market-Regime Classification

MarketForge can classify recent market conditions such as:

  • Bullish trend
  • Bearish trend
  • Sideways market
  • High-volatility market
  • Low-volatility market
  • Uncertain or transitional regime

The system returns the evidence behind each classification rather than displaying only a label.


Volatility Forecasting

The Research Lab now includes:

  • Exponentially weighted volatility
  • Parkinson high-low volatility
  • Garman–Klass OHLC volatility
  • Combined volatility estimates
  • Horizon-adjusted volatility
  • Volatility percentiles
  • Risk-regime descriptions

Scenario Stress Testing

Users can test hypothetical market conditions using:

  • Configurable price shocks
  • Volatility multipliers
  • Volume shocks
  • Reproducible random seeds
  • Adjustable confidence levels
  • Multiple simulated scenarios

Stress-test results include:

  • Median outcome
  • Best and worst scenarios
  • Loss probability
  • Value at risk
  • Expected shortfall
  • Distribution quantiles

Saved Research Projects

MarketForge now includes a local SQLite research workspace.

Users can store:

  • Project names and descriptions
  • Dataset fingerprints
  • Forecast settings
  • Experiment settings
  • Metrics
  • Result data
  • Tags
  • Result hashes
  • Creation dates

The database is stored locally at:

storage/marketforge.db

MarketForge AI 0.4.0 – Prospective Benchmark v2

Choose a tag to compare

@bryanssss bryanssss released this 24 Jul 12:38

MarketForge AI 0.4.0

The first public alpha release of MarketForge AI, a local-first financial
forecasting, uncertainty analysis and walk-forward backtesting studio.

Highlights

  • Responsive browser-based forecasting dashboard
  • Strict OHLCV market-data validation
  • Transparent baseline forecasting models
  • Optional Kronos Mini, Small and Base integration
  • Forecast uncertainty ranges
  • Chronological walk-forward backtesting
  • Trading fees and slippage modelling
  • Long, short and long/short simulations
  • Forecast calibration measurements
  • Matched model-comparison tools
  • Prospective frozen benchmark v2
  • Exact model and source revisions
  • Statistical confidence testing
  • Deterministic result replay
  • Automated tests and CodeQL security analysis

Benchmark status

The prospective benchmark is preregistered and incomplete by design.

The frozen holdout begins on 1 August 2026 and ends on 31 October 2026.
Collection is blocked until 3 November 2026.

No claim is currently made that MarketForge is more accurate than Kronos.

Important notice

MarketForge AI is research and educational software. It is not financial
advice, a trading signal or a promise of profit.