Steepworks

The Problem

AI Today Is Mostly Wrappers

Most AI products are chat interfaces hooked up to stateless prompts — brittle automations disconnected from real systems. They lack memory, defined workflows, strict governance, and true operational execution.

Result: They cannot run real, reliable operations in production environments.

The Doctrine

Why The Platform Wins

Integrated Systems

One tightly coupled stack — not a Franken-stack of Python scripts, stateless wrappers, and fragile external databases. We eliminate the glue code that breaks in production.

Persistent Intelligence

Every agent run, step, and memory is a first-class queryable record. Data flows freely through the stack. Your agents do not just remember — they are part of your application's relational data.

Built-in Governance

Every action is audited against business rules before release. Deterministic, database-backed guardrails replace the probabilistic hope of other frameworks. Security and control are not optional.

The Stack

Scale Without Fragmentation

Architecture / agent monolith

UsersDomain Apps         Products users interact with
  ↓
Agent Workers       Operational capabilities and AI fleets
  ↓
Execution Engine    Durable job loops and transactional queues
  ↓
Memory + Governance Persistent records and business rule audits
  ↓
Infrastructure      Database-backed queues, cache, and storage

Product teams launch full applications on the same underlying monolithic agent infrastructure. No fragmentation. No drift.

Functional Layers

Execution. Memory. Governance.

Execution Engine

Orchestrates agent work through recursive tool loops and durable background jobs on transactional queues. Runs survive server restarts. No lost work.

Memory Core

Stores semantic and episodic memory as first-class, queryable records. Agents improve with every run because context is relational data, not hidden state.

Governance Layer

Every agent run is audited against business rules before release. Quality gates are deterministic and database-backed — not probabilistic hope.

Core Pillars

One System. Three Commitments.

Agentic Web

Agents are the next interface for the web. Are you ready?

Integrated System

Stop shipping AI features on broken cores. Build an agent-first web monolith.

Outcome Alignment

We provide the machinery. We build for long-term operational happiness.

Delivery

How Products Ship

Delivery Paths

  • Domain Apps: Complete products built natively on the platform.
  • Agent Packs: Embed operational AI capabilities into existing systems.
  • Co-Build Platforms: Build a bold new vertical product together on the shared infrastructure.

How Work Happens

  • Planner creates the task breakdown
  • Agents connect to domain skills
  • Execution engine runs steps via durable queues
  • Governance layer validates every output

What You Get

  • A production-grade domain application
  • Shared platform upgrades — no stagnation
  • Auditable agent operations from day one
  • Full data ownership on your infrastructure

Command Line

`steep --help`

Steepworks CLI / platform control plane

# Manage your agentic infrastructure
steep build     # Initialize a new domain app from a manifest
steep run       # Execute an agent job loop via durable queues
steep audit     # View governance scores for recent runs
steep context   # Query the knowledge core for a workspace