AI agents decide well and execute badly — they drift, lose state, and never run a multi-step task the same way twice. ControlForge is the deterministic runtime they call to actually do the work: reproducible, bounded, and recorded.
Whatever your agent decides — write the book, build the site, run the workflow — ControlForge runs it for real.
Agents reason, plan, and adapt. They also hallucinate, drift, lose the thread on step four, and never reproduce a run. That's fine in a chat window. It's not fine when something actually has to happen — reliably, twice.
ControlForge executes deterministically: the same steps run the same way every time, state survives, every action is recorded, and bad logic is rejected before it runs. The agent decides what; ControlForge guarantees how it runs.
A closed loop where the non-deterministic part never executes anything directly.
The agent introspects a typed tool surface — every capability it can call — and proposes the steps. No guessing what exists.
Proposed logic is validated against the runtime before it runs. Bad or unsupported steps are rejected, not executed.
Scheduling, permissions, and limits constrain what any step is allowed to do, and when.
A deterministic engine runs it — the same way every time. State persists across steps and restarts.
Every action is recorded and time-stamped. Any run can be replayed and proven after the fact.
ControlForge exposes execution as a typed, MCP-native tool surface. Your agent calls it the way it calls any tool — except this one introspects, validates, and comes back with a result it can rely on.
The difference between an agent that works in a screenshot and one you'd put in front of real work: determinism, durable state, and a record of everything that happened.
Wrapping a model in a loop is easy. Making execution deterministic, stateful, and provable is the part everyone skips — and the part that decides whether your agent survives contact with real work.
The same steps run the same way every time — not best-effort.
State survives across steps and restarts; every action is recorded.
Files, HTTP, data, code, comms — callable from one tool surface.
Plugs into your agent as a tool server. The product is its own integration.
Bad logic is rejected at the door, never run against real systems.
When a task leaves the screen, it can drive actual hardware and devices.
ControlForge is in private access. Tell us what you're building.
hello@controlforge.tools