Agentic AI, orchestration, and production systems

Explore how we turn AI Agents into operable systems: multi-agent orchestration, MCP services, deterministic validation and execution layers, observability, monitoring, audit trails, and real apps using Groq, Grok, and ChatGPT.

AI agents agentic systems MCP services orchestration tool calling validation execution observability Groq Grok ChatGPT

Built. Shipped. Learned. Visual header image for AI systems and apps.

Explore articles Explore apps

Want the general overview? See capabilities

Featured articles

Systems, patterns, and proof of execution

NASDAQTrader

Agentic trading system for equities

A mandate-driven trading agent that separates strategy from execution. Agents propose actions, deterministic services validate and execute, and the orchestrator enforces sequencing, guardrails, and auditability.

AI agents orchestration validation layer execution engine portfolio isolation observability

Read the article equities trading systems

CryptoTrader

Multi-agent crypto trading orchestration

Multi-agent orchestration for crypto trading with mandate controls, persona portfolios, market data services, validation gates, execution services, and risk monitoring with full logs.

multi-agent MCP services tool calling risk controls audit trail dashboards

Read the article crypto trading systems