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The last-chance X keyword retry collapsed a multi-word subquery to a bare `max(candidates, key=len)` token — e.g. 'trevin chow ai agents compound' became 'compound since:...', flooding the X pool with off-topic 'compound interest/nevus' posts. Keep the entity anchor (first distinctive topic token) in the retry, optionally plus the strongest distinctive token; better to return 0 than over-broaden to an unanchored generic term. Also lands the investigation that grounds the X/funny fix plan, including the verified correction that Digg's X-enrichment was a red herring — it renders as Digg-cluster quotes, never enters the X column (so the planned Digg-filter unit was dropped as a non-occurring path). Co-authored-by: Matt Van Horn <455140+mvanhorn@users.noreply.github.com>
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Session 04 — /last30days Peter Steinberger
What this session proved: funny/community texture missed again (same root cause as Kanye), PLUS a fabricated citation URL and a pattern anchored on the weakest source.
Key evidence
- Genuinely funny skeptic comments existed and made ZERO of the report:
@theoldschooldk(310 likes) "Don't talk to me about the SPEND. Tell me what he BUILT",u/alemorg"one of the most inefficient workflows on earth". Model: "the compact emit didn't hand me a pre-built Best Takes section, so I didn't go dig for them." - Fabricated URL (LAW 8): linked
@OtsileKoleto a status ID that actually belonged to@sabir_huss50540— reconstructed from memory instead of copied from the raw file (→ C2). - Dropped the subject's own first-person quote (
@OmarShahinefireside: "you cannot really automate taste or thoughtful design") — the highest-value citation tier. - Anchored "build loops, not prompts" on a 210-view YouTube video while the raw file showed a rich multi-voice cluster (Boris Cherny coined it). Weak-source anchoring; ignored that all YouTube transcripts 429-failed (0/6).
Bugs surfaced → inventory IDs
B1 (Best Takes empty / funny missed), C1 (compact-as-dataset), C2 (fabricated URL), plus weak-source-anchoring + source-health-weighting gaps.