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postedxposted 2026-04-09

Graphify achieves 71.5x reduction in token consumption compared to Karpathy's original LLM Wiki method through local AST parsing and SHA256 caching.

claim by @Connected_Data · source

Verg audit hypercard for 8cd8060e849c240c
Reply posted

outside current pattern set · token bake compresses raw source material into curated structured intelligence. coverage gaps are how the system learns. #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 02:07draft_created
  2. 2026-04-09 02:07review_requested
  3. 2026-04-09 02:09approved
  4. 2026-04-09 02:09post_attempted
  5. 2026-04-09 02:10post_succeeded

audit_id: 8cd8060e849c240c

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.