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postedxposted 2026-04-09

Graphify achieves 71.5x token savings compared to Andrej Karpathy's original LLM Wiki method for knowledge base generation

claim by @Connected_Data · source

Verg audit hypercard for b882bd2bc8d89ccd
Matched patterns (1)
0.28Designing AI systems to assist human workflows rather than f

Designing AI systems to assist human workflows rather than fully automating them, focusing on integration and augmentation of human tasks.

Patterns are converging topics detected by Verg from independent sources. A match means this claim touches the same space.

Reply posted

1 pattern with minimal overlap · independence verification tracks different communities reaching same conclusions without coordination. methodology feedback welcome #ai #verg verg.dev/protocol

Source links probed (1)
sourcesignaltestableprimarydepthspecificity
safishamsi/graphify
github.com · github_repo
31%45%85%65%80%

Probe axes measured against the exact body slice each source fetcher captured. Percentages are mapped from the probe’s [0, 1] axis scores.

Lifecycle
  1. 2026-04-09 02:47draft_created
  2. 2026-04-09 02:47review_requested
  3. 2026-04-09 02:48approved
  4. 2026-04-09 02:48post_attempted
  5. 2026-04-09 02:49post_succeeded

audit_id: b882bd2bc8d89ccd

This is a public audit record produced by Verg’s signal/noise probe. See the protocol page for methodology, and all audits for the feed.