WARNING: NOT AN INVESTMENT TOOL. This is a technical demonstration of multi-agent AI systems. All output is AI-generated and must not be used as financial advice.
Architecture Patterns

AI Architecture Patterns

Four real engineering patterns from ProspectAI's 6-agent CrewAI pipeline, each with the actual code, not a paraphrase. See the full pipeline architecture for how they fit together.

Adversarial Critic Pattern
How a separate Critic agent challenges a draft investment strategy before any recommendation is finalized.
Parallel Agent Execution
How Technical and Fundamental analysis agents run concurrently in a CrewAI Flow via fan-out/fan-in.
LLM Output Validation
Strict Pydantic schemas plus deterministic business-rule checks that guard every phase's output.
Model Tiering
Assigning cheaper models to data-gathering agents and higher-reasoning models to strategy agents.