2026-04-24-blog-tags.md

audits/2026-04-24-blog-tags.md · 2,808 bytes

Audit — Blog Topic Tags — 2026-04-24

Target. 15 random tagged blog posts from blog/metadata.json.

Questions. Do topic tags reflect argumentative content (per L29), or are they surface-keyword matches?

Verdict. 8/13 valid posts honestly tagged. 3 S7-style surface-match drifts found. 2 empty stubs are still carrying tags — tagging pipeline bug.

Summary

Verdict	Count
honest	8
mis-tagged (includes surface-match)	3
under-tagged	2
over-tagged	0
data-issue (empty stub)	2

Flagged posts

strategic-integration-of-positive-social-change — S7-style drift. Post is 95% Bernie Madoff fraud case study; bitcoin-protocol tag caught on one mention of "blockchain" in the conclusion. Real topics: security-forensics + enterprise + law-governance.
the-genetic-fallacy — Tagged bitcoin-protocol but post is about logical fallacies; Bitcoin is an illustrative example. Should be philosophy.
geographical-aspects-of-cybercrime (short variant) — Tagged identity-history; should be security-forensics. Classifier matched "history" in title.
miners-and-property-rights — Primary tag honest, but law-governance + economics missing.
blake-and-milton — Has identity-history, missing philosophy.
sans-analyst-paper and giac-cutting-hacking — Both 0-word stubs still carrying 2-3 tags each. Tagging pipeline should skip empty content.

Patterns

1. bitcoin-protocol catches the keyword "blockchain". Any post that mentions blockchain once in passing gets tagged. S7's info-theory failure repeated in a different pillar.

2. identity-history catches the word "history". Both geographical-aspects-cybercrime and arguably blake-and-milton drift via this path.

3. Empty stubs carry tags. Pipeline bug: posts with word_count < 200 should not receive tags (they have no structural content to classify).

4. philosophy is under-applied. Posts about fallacies, meaning, metaphysics go uncategorised as philosophy.

Recommendations (each a scripts/* edit)

Rule 1. Skip tagging for posts with word_count < 200.
Rule 2. bitcoin-protocol requires ≥2 structural protocol references (opcode, block, transaction structure, SPV, consensus), or thesis explicitly about protocol mechanics. One "blockchain" keyword is insufficient.
Rule 3. identity-history requires either a Satoshi/identity argument or pre-Bitcoin narrative. "history" keyword alone insufficient.
Rule 4. Backfill philosophy across posts engaging fallacy / meaning / epistemology.

Overall pass rate (valid posts): 8/13 (62%). The classifier has repeatable surface-match failure modes. Re-run quarterly. Fix pipeline before next re-tag.