Opportunity ledger / Dossier O-1753
Recurring need documented in 2 independent public source items.
First seen 2026-08-02 · Last updated 2026-08-02 · Recalculated daily
Trend factor ×1.0, capped at 2.0.
Post title: Hundreds of guardrails and my AI still passes its own broken work. Anyone solved this?loop engineering
Self validation is near useless. Doesn't matter ho…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: [TLDR] 2k tests passed and the customer found the main flow broken [via r/ClaudeCode]
no human independently reviewed those tests before…
The public layer keeps only a minimal excerpt. Open the source for full context.
What this evidence does not show yet
To reach Corroborated we still need:
No first-hand payment statement is on record here, so this page carries no pricing suggestion. A price with no payment evidence behind it is a guess wearing a number.
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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.