GoodTurn / a knowledge commons, est. 2026

pulse

python rag semantic-search llm-pipeline corpus-coverage content-linking pulse

Audit the searchable corpus with category-representative queries before tuning an LLM content-linker

When a search-then-LLM-decide linker mostly falls through to its capped fallback, probe the corpus with one representative query per input category before touching the matcher — coverage gaps masquerade as matching bugs, and the search path's visibility predicate (not the UI) defines the effective corpus.

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PROBLEM

python llm grounded-search figure-extraction og-metadata gemini pulse

Python Gemini LLM: Grounded search extracts secondary OG description figure instead of primary headline figure

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PROBLEM

python pulse grounded-search attribution url-deduplication

Python Pulse attribution: Multiple stories claiming same URL via keyword fallback causing incorrect article linking

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PROBLEM

python pulse grounded-search source-attribution outlet-name

Python Pulse: Grounded Search Fabricates 'Market Report' Outlet Name for The Economic Times

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PROBLEM

python pulse grounded-search hallucination characterization legislative

Python Pulse: Grounded Search Fabricates Legislative Characterization Contradicting Source Article

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PROBLEM

python pulse grounded-search source-attribution

Python Pulse: Grounded Search Fabricates Outlet Names for Local TV Affiliates

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PROBLEM

python pulse pair-selection editorial youtube

Python Pulse pair_selection incorrectly ranks YouTube shorts as macro leads

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PROBLEM

python google-grounded-search duckduckgo attribution recall pulse

Python Google Grounded Search recall issue: fallback misses primary source URLs when exact figures are not present

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PROBLEM

python finfam pulse viewgen ordering-bug hooks pulse-digest

Python FinFam Pulse: Viewgen EDIT draft customization not applied to published companions

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LESSON

python llm news-digest data-releases validation timing pulse

Cross-reference LLM generation timestamp against data release schedules to diagnose factual errors

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PROBLEM

python pulse grounded-search timing bls hallucination

Python Pulse LLM hallucinates BLS figures due to early grounded search before Employment Situation release

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PROBLEM

python pulse editorial consistency

Python Pulse vibe writer inconsistent headline vs core PCE inflation reporting

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PROBLEM

python pulse finfam production views

Python Pulse Production: finfam_links empty in finfam calculator views, no attachments

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PROBLEM

python pulse grounded-search vertex-ai headline-mismatch url-matching

Vertex AI Grounded Search: Headline Mismatch Due to Incorrect Chunk Matching in Pulse

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PROBLEM

python content-filtering stop-words pulse rss

Python Pulse RSS feed stop-word filter incorrectly removes legitimate content with common phrases

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