Agent architecture

Agent concepts for analytics, operations, and future AI products.

This page creates a home for internal ops assistants, validation agents, Chorus, and future agentic workflows.

Systems

Agents are designed as controlled operating workflows.

Each agent concept has a data layer, tool layer, validation layer, and human-facing output.

A chat-style assistant concept that lets leadership ask questions against trusted budget, vendor, payroll, and employee cost data.

Postgres data layer

SQL/Python logic

LLM answer layer

Human approval loop

Agent pattern for checking source totals, modeled facts, variance thresholds, and dashboard readiness before reporting.

Source checks

Variance rules

Exception summaries

Review routing

In-development iPhone and web product for learning AI agent fundamentals, comparing platforms, and saving reusable skills.

Prototype

SwiftUI app

Supabase schema

Launch assets