ATOMICCOMPLETE
PRODUCTION ROLLOUT
Ingestion is complete. Engineering is finishing the last release-readiness steps before atoms go live in production. We are on track for Thursday, April 2, 2026 (Thursday as a buffer). ASU will be notified as soon as production is live.
Course ingestion0%
0 of 5,505 coursesbatch 11 of 11Prod ETA Thu Apr 2, 2026
Total atoms in the platform todayOPENSEARCH INDEX · LIVE COUNT
0
4,231 proof-of-concept + 287,305 catalog = 291,536 total
Per-topic list below is ranked coverage (not an additive partition of this total)
Videos processed
0
of 55,653 total
~6.2 new atoms / unique video (OpenSearch)
POST-RUN METRICS
Sibling docs 172,151 · Videos with siblings 42,477S3 dedup markers 46,537 · OpenSearch gap ~550 (naming mismatch)
Project ingestion 100% complete · ~9,281 flagged for fix and re-atomize (post-run)
Production go-live target Thu Apr 2, 2026 · ASU notified when atoms are live
ATOMS BY TOPICTop 74 topics
1Programming (Computer Science)16,164
2Electromagnetism (Physics)10,330
3Calculus (Mathematics)7,123
4Organic Chemistry (Chemistry)7,046
5Genetics (Biology)6,442
6Data Analysis (Statistics)4,647
7Circuit Analysis (Electrical Engineering)4,623
8Ethics (Philosophy)4,224
9Human Anatomy (Biology)4,040
10Climate Change (Environmental Science)3,507
11Sociology (Social Sciences)3,439
12Criminal Law (Law)3,345
13Phonetics (Linguistics)3,210
14Social Psychology (Psychology)3,021
15Christianity (Religion)2,781
16Marketing (Business)2,734
17Microeconomics (Economics)2,654
18Semiconductor Devices (Electronics)2,544
19Control Systems (Engineering)2,255
20Higher Education (Education)2,227
21Ancient Civilizations (History)2,191
22Gender Studies (Sociology)2,163
233D Modeling (Computer Graphics)2,087
24Supply Chain Management (Business)1,972
25Garment Construction (Fashion Design)1,893
26International Relations (Political Science)1,744
27Nutrition (Health)1,713
28Investment (Finance)1,701
29Renewable Energy (Energy)1,583
30Building Design (Architecture)1,558
31Television (Media Studies)1,526
32Neurology (Medicine)1,513
33North America (Geography)1,353
34Financial Accounting (Accounting)1,240
35Photography (Art)1,205
36Human Evolution (Anthropology)1,190
37Artificial Intelligence (Technology)1,166
38Pattern Making (Fashion Design)1,118
39Mechanical Engineering (Engineering)1,003
40Pharmacology (Medicine)989
41Graphic Design (Design)985
42Patient Care (Healthcare)975
43Machine Learning (Data Science)956
44Qualitative Research (Research Methods)951
45Digital Marketing (Marketing)937
46Grammar (Linguistics)908
47Metabolic Pathways (Biochemistry)788
48Brain Function (Neuroscience)725
49Consumer Behavior (Marketing)721
50Academic Writing (Writing)596
51Agile Methodologies (Project Management)577
52Cybersecurity (Information Technology)577
53Skeletal System (Anatomy)574
54Recruitment (Human Resources)546
55Shakespeare (Literature)530
56Epidemiology (Public Health)505
57Mobile Networks (Telecommunications)482
58Crop Production (Agriculture)477
59Baseball (Sports)476
60Exercise (Health & Fitness)458
61Propositional Logic (Logic)453
62Solar Energy (Renewable Energy)443
63Volcanology (Geology)410
64Planetary Science (Astronomy)404
65Film Analysis (Film Studies)393
66Fossil Fuels (Energy)381
67Genetic Engineering (Biotechnology)350
68Zoning (Urban Planning)345
69Leadership Theories (Leadership Studies)357
70Crime Scene Investigation (Forensic Science)281
71Perception (Cognitive Science)280
72Inventory Management (Operations Management)273
73Team Dynamics (Organizational Behavior)267
74Theater (Performing Arts)265
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