Agency
More agents do not create more agency.
Agency appears when intermediate evidence can redirect later construction decisions, not when a workflow simply adds roles or stages.
Observation Decision
SurveyOpen catalog2026
Systems, Evaluation, Principles, and Opportunities
A research atlas of AI systems that create, inspect, and revise artifacts—from documents and images to 3D worlds and software.
Interactive framework
Follow the ordered path from task and policy through representation and verification to the artifact, then back to the next task.
Artifact becomes the next task
Research taxonomy
Start with what an agent creates, or the context where it is used.
Organize by output medium and artifact behavior.
Six familiesOrganize by the real-world context of use.
Six domainsCatalog statistics
Explore how the research is distributed across artifacts, venues, and applications.
Hover or tap to inspect · Use arrow keys when a chart mark is focused
Family totals with their internal artifact-type structure.
Preparing chart...
Rectangle area shows paper count; color groups parent venues by research area.
Preparing chart...
Annual counts across the six artifact families.
Preparing chart...
Coverage density at every cross-axis intersection.
Preparing chart...
| Artifact family | Papers |
|---|---|
| Textual Artifacts | 35 |
| 2D Visual Artifacts | 61 |
| Audio Artifacts | 11 |
| Video Artifacts | 34 |
| Spatial Artifacts | 35 |
| Behavioral Artifacts | 74 |
Survey synthesis
Reliable creation connects decisions, state, evidence, and repair.
Agency
Agency appears when intermediate evidence can redirect later construction decisions, not when a workflow simply adds roles or stages.
Observation Decision
Feedback
Feedback becomes operational when evidence names a criterion, localizes affected state, and reaches a feasible repair or escalation.
Evidence Repair
Validity
When requirements, sources, tools, or artifact state change, dependent approvals should expire before selective revalidation.
Change Revalidation
Proportionality
Stronger explicit control helps when decisions are interdependent, failures are hard to observe, or diagnosis does not map cleanly to repair.
Difficulty Control cost
The open edge Global coherence, targeted repair, and persistent system evolution remain thinly evidenced across artifact families.
Paper library
Search by title, author, system, venue, artifact, or application.
257 matching papers
Try a broader search or remove a filter to explore more of the catalog.
Reading guide
Agentic artifact creation uses AI systems to construct an artifact, inspect intermediate results, and revise their decisions using feedback. The survey examines construction policy, operational representation, and runtime verification across different output media.
The catalog organizes outputs into six families: textual, visual, audio, video, spatial, and behavioral artifacts. Examples include documents, images, music, videos, 3D scenes, and executable software. A second axis describes the application context.
Entries are maintained in an open, audited dataset. Systems construct artifacts; benchmarks evaluate relevant capabilities. Publication status and taxonomy labels remain visible for each record. See the audit protocol for inclusion rules and evidence.
Start with the survey for the framework, explore the interactive catalog for specific papers, or download the catalog JSON. The BibTeX citation identifies the survey; individual paper links lead to their original sources.
Project
A survey and open catalog of agentic systems for creating, inspecting, and revising artifacts.
Browse papers, inspect the data, or suggest an addition.
Cite this survey
Use the BibTeX entry in your next paper.
@article{wang2026agenticartifactcreation,
title = {Agentic Artifact Creation: Systems, Evaluation, Principles, and Opportunities},
author = {Wang, Tianfu and Hao, Zhezheng and Xia, Xilin and
Liu, Lixin and Hu, Mengkang and Liu, Hongzhang and
Chen, Xi and Liu, Ziyan and Lin, Xiankun and
Zhang, Weijia and Yuan, Nicholas Jing and Xiong, Hui},
year = {2026},
url = {https://arxiv.org/abs/2608.28122}
}