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.
The Platform
Steepworks turns AI from chat demos into reliable software systems. An integrated stack where AI is in every layer — execution, memory, and governance working together natively.
The Problem
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
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.
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.
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
Architecture / agent monolith
Users
↓
Domain 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
Orchestrates agent work through recursive tool loops and durable background jobs on transactional queues. Runs survive server restarts. No lost work.
Stores semantic and episodic memory as first-class, queryable records. Agents improve with every run because context is relational data, not hidden state.
Every agent run is audited against business rules before release. Quality gates are deterministic and database-backed — not probabilistic hope.
Core Pillars
Agents are the next interface for the web. Are you ready?
Stop shipping AI features on broken cores. Build an agent-first web monolith.
We provide the machinery. We build for long-term operational happiness.
Delivery
Command Line
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