Arthaya

Agent Intelligence

Agent Intelligence

The multi-agent pipeline: an orchestrator sequences specialist agents that feed a prediction, critic and synthesis stage.

Demo data — agent status reflects the most recent illustrative run.

Demo data

Pipeline graph

Dependency flow across the agent graph

Orchestrator

completed

Market Agent

idle

Technical Agent

idle

Fundamental Agent

completed

News Agent

completed

Historical Agent

completed

Prediction Agent

completed

Critic Agent

running

Synthesis Agent

completed

Agents

Orchestrator

Completed

Coordinates the agent graph and sequences execution.

Market Agent

Idle

Retrieves price, volume and market-state data.

Depends on: orchestrator

Technical Agent

Idle

Computes indicators (RSI, MACD, SMA/EMA, Bollinger, ATR).

Depends on: orchestrator

Fundamental Agent

Completed

Parses statements, ratios, growth and valuation.

Depends on: market

News Agent

Completed

Collects news and derives sentiment.

Depends on: technical

Historical Agent

Completed

Finds historical analogs to current conditions.

Depends on: fundamental, news

Prediction Agent

Completed

Runs LR / RF / XGBoost, ensembles and calibrates.

Depends on: historical

Critic Agent

Running

Validates data, model and source quality; flags conflicts.

Depends on: prediction

Synthesis Agent

Completed

Produces the final research summary with provenance.

Depends on: critic

How the pipeline works

The Orchestrator fans work out to the Market, Technical, Fundamental, News and Historical agents. Their outputs converge on the Prediction agent, which ensembles multiple models.

The Critic agent independently validates data, model and source quality and flags conflicting signals before the Synthesis agent produces the final research summary — with provenance for every claim.