Systems Engineering · Agent Architecture · AI-assisted Development
My long-term project for a shared architecture of specialized systems and AI agents.
The starting point is Ay Trade: a running trading system that I want to extend step by step with agents for market and trade evaluation. In the long term, I want to use the same foundation for research, coding, debugging and system management.
Long-term Vision
No single agent is meant to do everything. The systems should remain specialized while sharing information and capabilities where useful.
Trading & Capital
The current trading core is intended to develop into an increasingly autonomous system that evaluates market opportunities from multiple perspectives and can eventually make a sustainable economic contribution.
Research & Information Quality
A research and knowledge system designed to compare sources, expose provenance, evidence and contradictions, and help people assess unreliable or manipulative information more effectively.
AI & System Work
A shared AI and agent foundation for coding, debugging, research, system maintenance and communication between specialized systems.
Current State
The longer-term vision is built on working projects and live infrastructure.
Market data, strategies, lifecycle management, validation, automation and controlled execution within a continuously running system.
View Ay Trade →An automatically generated daily market report inspired by institutional reporting – intentionally without LLM-generated report text.
Open Ay Report →An interactive liquidation heatmap based on Bitget market data – built as my own alternative to login- and paywall-restricted solutions.
Open Ay Heatmap →Workflow
I use AI extensively for implementation, analysis and iteration. What matters to me is the loop between the intended goal, system behavior, real-world testing and the next improvement.
Roadmap
This overview only shows the larger phases. The technical roadmap itself is considerably more granular.
Step 33 is deliberately not an endpoint. From there, the systems are intended to continue with separate masterplans based on the shared foundation developed up to that point.