← FUURAA AI Frontier Library
EmergingResearch Frontiers1–3 years
Research disclosure is expanding into an AI contribution chain
As models assist with writing, coding, analysis and review, a generic statement that AI was used reveals too little. Readers need to know where AI entered the process and who verified its output.
Stanford HAI25 March 2026Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
As models assist with writing, coding, analysis and review, a generic statement that AI was used reveals too little. Readers need to know where AI entered the process and who verified its output.
FUURAA interpretation
Why this could matter
Journals and laboratories are likely to adopt structured contribution records for models, tools, prompts and human checks.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.
