Opportunity ledger / Dossier O-0604
Developers using LLMs to generate frontend pages or UI designs hit repetitive reasoning loops and unstable output quality well below advertised capability.
First seen 2026-04-23 · Last updated 2026-10-19 · Recalculated daily
These observations describe collected samples, not platform-wide prevalence; they cannot establish whether a problem is widespread or accelerating. Collection scope changed on 09-16 and 09-27; monthly counts must not be read as trends.
Post title: What MCP/Skills to use for better UI design
I don't really like the designs and the consistenc…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Gemini is good at backend but sucks in frontend
Almost done 10 iteration to fix the UI but no such…
The public layer keeps only a minimal excerpt. Open the source for full context.
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Scoring summary
Evidence confidence = strength × evidence volume × source diversity × payment × competition × trend × 10. Counts use independent content items; only first-hand pain, current spend, explicit willingness to pay and concrete feature requests affect the score. Repeated posts by one author are discounted. Scoring and status changes follow deterministic rules.
“Payment-backed” means first-hand payment evidence exists in the record. It does not mean the business is worth building. “Fading” is a recency tag shown alongside any evidence level, not a lower level. Read the full methodology.