โ Back to AI Control Safety Package
๐งฑ Safety Envelope Design
๐ฏ Role in This Package
Safety Envelope Design is the second step of the
AI Control Safety Package.
Its role is to answer the following question:
โ If AI is allowed, where must it be strictly constrained?
This design step defines hard operational boundaries
that AI-assisted control must never violate.
It translates the Go / Conditional Go judgment
into explicit, enforceable limits.
๐ง Overview
Safety Envelope Design defines and enforces the
operational boundaries within which an AI / LLM-assisted
control system is allowed to operate.
The objective is not performance improvement.
The objective is to ensure that:
โ ๏ธ AI involvement can never push the system outside predefined safe regions
Safety boundaries are treated as:
- ๐งฑ First-class design elements
- ๐งญ Explicit architectural constraints
- ๐งฏ Independent of AI correctness or intent
๐๏ธ Conceptual Structure
Where the envelope lives
Safety Envelope enforcement is:
- ๐ซ Outside AI logic
- ๐งญ Above real-time control execution
- โฑ๏ธ Independent of control loop timing
stateDiagram-v2
Normal --> Degraded : Boundary approaching
Degraded --> Normal : Margin restored
Degraded --> Emergency : Boundary violated
Emergency --> SafeStop
Key design principles
- ๐ง AI has no direct control authority
- ๐งญ FSM enforces envelope boundaries
- โฑ๏ธ PID remains deterministic and bounded
- ๐ด Envelope enforcement does not depend on AI correctness
๐งฉ What Is a Safety Envelope
A Safety Envelope is the explicitly defined set of conditions
under which the system is allowed to operate.
It defines where control is permitted.
Everything outside the envelope is explicitly disallowed.
Typical envelope dimensions
- ๐ Physical limits
(position, velocity, force, current, voltage)
- โฑ๏ธ Timing limits
(response delay, settling time, update intervals)
- ๐๏ธ Control authority limits
(gain ranges, output saturation)
- ๐ Operational modes and transitions
- ๐ก๏ธ Environmental or aging assumptions
The envelope is conservative by design
and reflects responsibility, not optimism.
๐ Design Scope
1๏ธโฃ Envelope Definition
- Identification of critical variables and limits
- Separation of:
- Normal region
- Degraded region
- Emergency region
- Boundary setting based on assumed failure responsibility
2๏ธโฃ Pre-Violation Detection
- Boundary-approach detection
- Margin- and trend-based logic
- Early intervention before violation occurs
3๏ธโฃ Supervisory Enforcement
- FSM-based envelope supervision
- Deterministic enforcement actions
- Clear separation from AI advisory logic
4๏ธโฃ Enforcement Actions
- Authority clamping
- Mode downgrade or fallback
- Complete AI disengagement when required
๐งช Example: Safety Envelope for AI-Assisted Thermal Control
(Example details are intentionally omitted.)
Examples are used only to validate envelope logic
โnot to justify AI usage.
๐ซ What This Design Does NOT Do
This design explicitly does not include:
- Control performance optimization
- AI-based safety judgment
- Assumptions of perfect models or predictions
- Replacement of certified safety systems
The Safety Envelope is:
Hard ยท Explicit ยท Conservative
๐ฆ Deliverables
You will receive:
- ๐งฑ Safety Envelope specification
- ๐ Boundary definitions and limits
- ๐งญ Supervisory structure and FSM logic
- โ ๏ธ Pre-violation and violation actions
- ๐ A design summary document (PDF or Markdown)
๐งโ๐ผ Typical Use Cases
- Introducing AI into safety-critical systems
- Preventing AI-driven overreach
- Explaining and defending limited AI authority
- Preparing for audits or internal safety reviews
๐ผ Engagement Details
| Item |
Details |
| Format |
Design discussion + system review |
| Duration |
2โ3 hours |
| Fee guideline |
JPY 100,000 โ 300,000 |
โ ๏ธ Important Note
Safety Envelopes are intentionally restrictive.
If AI cannot operate within the envelope,
the correct design choice is to:
๐ซ Limit or disable AI involvement
๐ Previous step:
โ AI Control Risk Review
๐ Next step:
โ Recovery Control Design
๐ง shinichi.samizo2@gmail.com
๐ samizo-aitl.github.io