Ecosystem
Commercial products, enterprise intelligence agents and structured API access in one Art Argentum ecosystem.
Commercial
LLM Trading Agents
LLM Trading Agents are private AI trading projects in which the selected GPT model is part of both strategy research and the trading decision process. Start from charts, instruments or clusters and a research objective; develop the method in Chat, turn it into a governing prompt, replay the strategy on historical data, analyze failures, optimize the next version and then use the same decision logic in paper or live iterations.
LLM AlgoTrading Lab
LLM AlgoTrading Lab is a research workspace for discovering and improving deterministic trading strategies. Start from market evidence and a research question, let the model form a hypothesis and generate strategy.py, then use deterministic backtests as the judge. Backtest errors return to the research loop until the approved strategy is ready for deterministic paper or live execution.
Insight Monitor
A monitoring layer for selected channels and sources. Art Argentum turns long-form media streams into structured summaries, source references, timestamps, forecasts and recurring intelligence feeds.
Enterprise
Estate Agents
Estate Agents are designed around a specific investment case. They continuously monitor the selected market, infrastructure, public and economic signals, bring changes into GPT Chat and keep the original investment thesis current.
Commodity Supply Agents
Commodity Supply Agents are designed around a specific exposure or purchasing case. They continuously monitor prices and selected external drivers, bring changes into GPT Chat and keep the market conclusion current as conditions evolve.
Narrative Intelligence
A narrative analysis layer for tracking how stories, claims, frames, and strategic messages evolve across public media ecosystems, platforms, regions, and source clusters.
