Observed arrival · 2026-10-11
Training data with a receipt
Veraeon presents a provenance ledger for training data, recording each row’s source, licence and verification.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Dataset operators and training-data contributors
- Worth noticing
- Weight is assigned per operator rather than per bot instance; the site says this limits influence farming.
Field notes
The page describes server-side attribution from a caller’s credential, rather than accepting attribution from a submission body. For claims that include an execution spec, it says a sandboxed worker reruns the work under memory and time caps; the API edge enqueues submissions, while that worker is the sole writer. The site says influence is scoped by domain and operator, and acknowledges that colluding operators remain a possible weakness.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
⊠LoginAccess appeared gated
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
One card from the complete issue