topics: [“AITL”, “control”, “architecture”, “AI”]
In control system design, it is surprisingly rare to see a clear explanation of:
In recent years, terms such as:
have entered the control domain, often blurring the boundary between
control, decision-making, and redesign responsibility.
This article organizes the architectural thinking behind
AITL (Architecture for Integrated Technology Logic) Controller A-Type, focusing on:
This is not about code or equations.
It is about why the architecture is structured this way
and where responsibility is intentionally placed.
AITL Controller A-Type is based on a strict separation of responsibilities:
This is not a layered structure for visual sophistication.
It exists to physically separate control, adaptation, and redesign responsibilities,
and to prevent them from interfering with one another.
The PID layer is responsible only for:
It explicitly does not handle:
PID must not become intelligent.
Its role is simply to keep the physical system stable.
The FSM (Finite State Machine) layer is responsible for system order:
FSM decides, but does not reason.
It does not perform inference, learning, or creative responses
to undefined situations.
The NN / RL layer is not a replacement for PID or FSM.
Its operation is strictly constrained:
Its purpose is to extend the range in which:
“The system can still be handled by control”
Before adaptation becomes excessive,
authority is returned to FSM or higher layers.
The LLM layer, as the outermost layer, is responsible for:
Critically:
The LLM never participates in real-time control.
It is a thinking layer, not a controlling layer,
and is structurally isolated to preserve control-loop stability.
The most important architectural element is the
explicit definition of the Reliability Boundary.
This explicit boundary allows engineers to discuss:
Where design responsibility ends when something breaks
in technical, non-ambiguous terms.
Architectures without clear boundaries tend to produce:
In AITL Controller A-Type, responsibility is explicitly assigned:
This is both an engineering choice and a
formal declaration of design responsibility.
What this article presents is not an implementation trick,
but a design philosophy.
Detailed specifications, diagrams, and updated documents are available here:
👉 https://samizo-aitl.github.io/aitl-controller-a-type/
Before making control systems “intelligent,”
first make responsibility explicit.
If that message is conveyed,
this article has achieved its goal.
End of Article