We cover every stage of a training run.

Breadth sets the ceiling on what a model can ever know.

Text

• Long-form posts from publisher accounts, parsed into records and collected daily
• Question-and-answer threads carrying every answer, not the accepted one alone
• News and print-media archives retaining outlet, date and section, each language separate
• Subject books and annual research volumes keeping chapter structure, epub and pdf alongside
• Journal articles, conference papers and dissertations, figures and reference lists intact
• Filings, research notes and first-hand investor call minutes, none of them summarized
• K-12 item banks with image sets, university and certification banks split by discipline
• Genomic and protein sequence records with their annotation fields

Code

• Private repositories with full commit history, issues, and review threads
• Per-repository license, language mix, and production status on record
• Credential, personal-data, and malware scan results recorded per repository

Speech

• Spoken-interview audio across Southeast Asian, African, and Pacific languages
• Read and conversational speech with time-aligned transcripts per language
• Paired audio, video, and subtitle tracks, translation where present
• Quarterly earnings calls shipping as audio with the matching transcript
• Music tracks in lossless and compressed form, each with its lyric file

Image

• Document scans with layout regions and reading order preserved
• Medical imaging series paired with structured findings and impressions
• Satellite and GIS layers with co-registered segmentation masks
• Engineering project sets pairing photographs, drawings, and approval filings
• Artist works paired with the written description filed for each piece

Video

• Multi-view capture with camera parameters and per-frame depth
• Egocentric task video indexed by activity category
• Scripted action footage paired with a move-by-move log
• Aerial survey footage over terrain and built environments