Design of a real-time virtual machine (RTVM)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The commercial software industry has a number of different operating system vendors offering various features. Real-time operating systems (RTOS's) are primarily proprietary, closed source, expensive, and uniquely designed to specific applications. Software designers must examine a given real-time operating system to ensure an RTOS will meet the real-time requirements for an intended platform. An RTOS does often not meet the original real-time constraints, when product evolves to new hardware platforms. This makes the evolution of real-time systems a cumbersome and difficult problem. In this paper we describe a new approach to real-time system development. Instead of reinventing software for a real-time system, we provide a generic and platform independent virtual machine. We discuss the design, architecture, and implementation of a real-time virtual machine (RTVM). The RTVM provides a generic real-time platform, where real-time applications using the Java paradigm can operate on various platforms without re-writing the code.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it