Lloyal Labs
Engineering AI's contact with reality.
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August
2026
Developer documentation

Build with Lloyal

Build a harness, understand the execution model, govern adaptive behaviour, and program inference directly.

Lloyal moves application control from the edges of a model call into the inference trajectory itself. These guides progress from a working application, through the execution model beneath it, to adaptive policy and direct inference patterns.

Same model, different degree of control: without Lloyal application policy acts around model calls; with Lloyal it governs reasoning while it is underway.
Choose your path

One curriculum, four depths

Recommended learning path

Build your first harness
Thinking in Lloyal
Adaptive execution
Advanced patterns
Architecture and operations

One harness, different placements

Where a harness runs

Understand how one harness contract spans application surfaces, local and shared-residency execution, process boundaries, transports, hardware, and operators—using the familiar Rails architecture as the bridge.

Surfaces · bindings · local edge · shared residency · placement choices
Reference

Continue into the platform