This repository documents a theoretical design study for an autonomous control loop intended to manage GPU compute resources on Vast.ai.
It is a research artifact, not a production system.
- Type: Design study / reference architecture
- Implementation: Partial, non-production, illustrative only
- Testing: No real-world deployment
- Maintenance: None guaranteed
This repository is frozen as documentation of an architectural exploration.
The project explores:
- Autonomous control loops for GPU rental environments
- Hardware-first safety constraints (thermal limits, watchdogs)
- Absence-tolerant operation (systems designed to function without operator presence)
- Explicit boundary definition between control logic and execution environment
The focus is on how such a system could be structured, not on delivering a working product.
This repository does not provide:
- A production-ready Vast.ai manager
- A turnkey deployment solution
- Performance or profitability guarantees
- Operational support
- Benchmarks or comparative evaluations
See NON_GOALS.md for explicit exclusions.
The code present in this repository:
- Serves as reference scaffolding
- Illustrates control flow and boundary decisions
- Is incomplete and not hardened
- Was developed through human-led, tool-assisted iterative design
It should be treated as conceptual, not executable infrastructure.
Example hardware configurations are documented for context only.
They are:
- Theoretical
- Not physically built
- Not validated
- Not endorsements or recommendations
Any resemblance to real or planned systems is incidental.
This project aligns philosophically with:
- Explicit boundary definition
- Absence-tolerant system design
- Separation between specification and execution
Unlike ContinuumPort, this repository is not a normative specification.
It is a design exploration.
This repository may be useful if you are:
- Studying autonomous system design patterns
- Exploring GPU infrastructure management concepts
- Interested in boundary-first architectural thinking
It should not be used directly in production environments.
MIT License.
Use at your own risk.
Gh. Rotaru (Giorgio Roth)
Independent research
This repository exists as a documented line of thinking.
It makes no claims of correctness, completeness, or fitness for purpose.