Steepworks

Why Steepworks

A modern runtime for AI-operable web applications.

Steepworks is a database-backed application platform designed so software can be understood and operated by both humans and AI.

The Problem

System Fragmentation

Most modern stacks fragment state and logic across frontend state, APIs, workers, and third-party services. AI agents then have to reconstruct truth from disconnected systems.

WordPress & PHP Plugin Chaos

Multiple plugins create disconnected schemas and behaviors with no canonical system model for agents.

React / Next.js Frontend Dominance

Core behavior is split between browser and server, so agents see presentation logic instead of operations.

Service Sprawl & Permission Drift

When architecture depends on many external services, agents lack a single authority for safe operation.

Missing Semantics & Observability

Opaque logs and dashboards do not expose first-class concepts like tasks, runs, jobs, and outcomes.

Architecture Advantage

Coherent System State

In Steepworks, SQL-backed domain records are the system of truth. Services and tools provide controlled access for both humans and AI agents.

Observable & Auditable by Default

Jobs, runs, tasks, artifacts, streams, and events are durable records, not ad-hoc logs.

First-Class Semantics & Unified Permissions

Agents operate through domain tools with one permission authority in the application layer.

Infrastructure Strategy

Tiered Storage on the Product Factory Substrate

Steepworks defaults to SQLite-per-tenant for isolation, economics, and operational simplicity, then promotes hot workloads to Postgres when scale or collaboration demands it.

Storage Tiers

  1. Default Tier (SQLite): Isolated, fast, low-cost tenant runtime.
  2. Growth Tier (Postgres): Upgrade path for high-concurrency or collaborative tenants.
  3. Platform Tier (Postgres/Warehouse): Fleet analytics, billing, telemetry, and reporting.

Business Model

Outcomes, Not Hours

Why the Old Agency Model Fails

  • Hourly billing rewards time spent, not value delivered.
  • Hand-off delivery ignores the continuous nature of AI software.
  • No skin in the game means no shared accountability for outcomes.

Why Outcome Alignment Works

  • Work prioritizes measurable business impact.
  • Systems improve continuously from production feedback.
  • Steepworks operates as a long-term technical partner.