Humanly: A Configurable and Traceable Environment for Human-AI Collaborative Writing
Teachers, conference chairs, and public readers all judge writing from limited evidence, seeing only a finished document and not the process that produced it. Final text alone cannot reveal whether a document was produced through human typing, AI generation, or mixed human-AI collaboration. Existing process-tracking tools help, but many are tied to host-document histories, provide coarse activity records, and offer limited control over the writing environment. Humanly is a writing platform that
Record details
Published: 23 July 2026
Source: arXiv red teaming query
Category: Research
Topics: Privacy · Environment
Retrieved: 27 July 2026
Related evidence
These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.
Recovering Clinical Utility Under Differential Privacy: Empirical Validation of Adaptive Federated Aggregation on Heterogeneous Cardiovascular Datasets
arXiv cs.CY · 23 July 2026
Enabling Multilingual Privacy Policy Audits: Large-Scale Analysis of Spanish Mobile Apps
arXiv cs.CY · 22 July 2026
AdaHome: An Adaptive Smart Home Assistant using Local Small Language Models
arXiv cs.AI · 20 July 2026
STAR: Skeletal Token Alignment and Rearrangement for Interaction Recognition
arXiv · 19 July 2026
Federated Lightweight Intrusion Detection in Drone Swarms with Knowledge Distillation
arXiv cs.CR (AI security) · 19 July 2026
RAG-HAR+: Towards Cost-Efficient LLM-Based Human Activity Recognition for Edge Deployment
arXiv cs.LG · 29 July 2026
How to cite this record
ethics.ai (23 July 2026), “Humanly: A Configurable and Traceable Environment for Human-AI Collaborative Writing,” evidence record 13733, https://ethics.ai/record/13733 (originally published by arXiv red teaming query).
Use and limitations
This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.