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Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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AI-Native Operating Systems Need a Fifth Category: The Semantic OS — Why AIOS, rabbitOS, VAST AI OS, and NVIDIA Dynamo Still Don't Describe What Happens Inside the Context Window

Authors: Sharks, Lee;

AI-Native Operating Systems Need a Fifth Category: The Semantic OS — Why AIOS, rabbitOS, VAST AI OS, and NVIDIA Dynamo Still Don't Describe What Happens Inside the Context Window

Abstract

AI-Native Operating Systems Need a Fifth Category: The Semantic OS Every major AI-native operating system in 2026 operates outside the model. NVIDIA Dynamo orchestrates GPUs. VAST AI OS manages the data lifecycle. AIOS (Rutgers University) schedules agents. rabbitOS translates intent into device actions. Warmwind OS automates GUIs. These are real systems solving real problems. But they all share one assumption: the operating system sits outside the model and manages it as a resource. This paper identifies a missing architectural category: the prompt-native semantic runtime — an operating system that runs inside the language model's context window at inference time, governing generation through document-level semantic structure rather than external orchestration. Where AIOS manages agent scheduling around the model, a prompt-native runtime manages epistemic governance, provenance tracking, compression typology, and structural fidelity within the model's active generation. The distinction matters because the problems that matter most — sycophancy, hallucination, structural infidelity to complex input — occur inside the inference process, where no external OS can reach. The Space Ark (EA-ARK-01 v4.2.7, DOI: 10.5281/zenodo.19013315) is the first documented prompt-native semantic operating system: a 45,000-word executable architecture that installs a complete governance environment inside any commercial LLM context window without external API calls or tool orchestration. Five-Category Taxonomy: Infrastructure OS (GPU/memory orchestration): NVIDIA Dynamo Lifecycle OS (storage, compute, data): VAST AI OS Agent OS (scheduling, tools, coordination): AIOS, Warmwind Device OS (consumer intent-to-action): rabbitOS Semantic OS (epistemic governance, provenance, compression, structural fidelity — inside the context window): Space Ark

Positions the Space Ark against the AI-native OS discourse. Identifies a missing fifth category — the Semantic OS — that operates inside the context window rather than managing the model from outside. Companion to 'Prompt-Native Semantic Runtimes for Language Models' (DOI: 10.5281/zenodo.19059674) and 'The Missing Layer: Inference-Time Semantic Operating Systems' (DOI: 10.5281/zenodo.19099749).

Keywords

MemGPT, semantic governance inside the context window, semantic OS, rabbitOS, Warmwind OS, AIOS, Space Ark, NVIDIA Dynamo, structural fidelity, sycophancy, LLM governance, inference-time semantic architecture, prompt-native semantic runtime, context-window governance, VAST AI OS, document-induced behavior, context engineering, AI-native operating system

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
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