EGK RESEARCH & COMPUTATIONAL INTELLIGENCE

SMR Project Timeline & AI Evidence Benchmark

0 community proposals
EGK RESEARCH NODE / NUCLEAR AI
Evidence-bounded benchmark environment
Audited nuclear-project records remain separated from AI-evidence records and community submissions. The interface is designed to make evidence status visible rather than hide uncertainty.

Verified evidence records (10)

These are 10 verified evidence records, not 10 verified nuclear plants — 6 nuclear-project/design/regulatory records (Table A) and 4 AI-evidence records (Table B). The two are never combined into one figure: Table A tells you how long real project/design/regulatory processes have taken; Table B tells you what evidence exists for AI-enabled nuclear workflows, separately tagged as a measured outcome, a stated target, or research-only. Each row cites a primary source — check the link rather than re-deriving the number by hand.

Project/regulatory records (A)
AI-evidence records (B)
Comparable observed range
Ongoing / forecast / adjacent (excluded from range)
Table A — Nuclear project / design / regulatory evidence (6)
IDProjectTimeline scopeDuration (yr)StatusSource
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Table B — AI-evidence records (4) — context only, never a timeline benchmark
IDStudyWorkflow / phaseClaim statusMeasured / targetEvidence strengthSource
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Benchmark your proposed project (supplementary)

Enter your proposed project's total duration and which phases would use AI. This is a separate, illustrative supplementary dataset — it is not part of the verified dataset above and never adjusts its figures.

Proposed timeline
Proposed AI-assisted phases (matched against Table B evidence)
Entries are self-reported and not independently verified — this tool builds a supplementary, illustrative dataset for the accompanying manuscript, not a peer-reviewed record. Submitted data is stored as shared data and is visible to everyone using this tool. It is kept structurally separate from the verified dataset above; the two are never averaged together.

Live benchmark — community submissions only

Traditional baseline vs. this paper's claimed AI-accelerated range vs. self-reported, unverified project data submitted below. Excludes the verified dataset above.

Traditional baseline
9.5 yr mid (7–12)
Claimed AI-accelerated
6.0 yr mid (5–7)
Your submission(s) vs. verified median
Timeline comparison (years to first power) — benchmark your proposed plan against the verified dataset
Traditionalliterature, 7–12 yr
Paper claimliterature, 5–7 yr
Verified observed rangen=—
Your submission(s)all entries
— AI-assistedany phase
— No AI usedall phases
02468101214+
Project Region Proposed (yr) Position vs. observed range AI phases → linked evidence
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Software version: v1.0
Release date: 26 August 2026
Submission artifact: Discover Electronics manuscript submission
Dataset basis: 26 August 2026 audited master dataset