System Internals

No Magic. Just Execution.

This page documents how AI Agent Automation actually runs workflows — from task creation to final persistence — with nothing hidden.

The Execution Spine

Every workflow execution follows the same immutable path. No shortcuts. No branching logic injected by agents.

trigger → task → agent runner → step executor → persistence

Agent Runner

The top-level orchestrator that executes workflows deterministically.

Step Executor

Runs exactly one step with strict input/output contracts.

Tool Registry

A controlled extension layer for agent capabilities.

Scheduler

Time-based trigger system — not an execution engine.

Persistence & Logs

Execution history is a first-class system artifact.

Engine Invariants (Never Broken)

  • No hidden retries
  • No implicit agent state
  • No cross-task memory leakage
  • No mutation of past executions

Why This Design Exists

AI systems become dangerous when behavior cannot be explained. These internals exist to ensure every execution is observable, reproducible, and auditable — even months later.