Public Evidence Lab / Dossier O-1943
Collected sample: 8 independent content items across 3 source families. Known publication dates: 2026-08-06 — 2026-10-24.
First seen 2026-08-06 · Last updated 2026-11-05 · 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: i've started reading agent diffs less and it's making me worse at my own codebase
been on pro for like 8 months, mostly agent mode o…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Pitfalls I encountered while completing my SaaS
Now, vibe coding with AI has completely taken over…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Is AI making us all dumb?
because of my reliance on AI for the past 3 years,…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: How can a junior dev get better when they have to use AI in their job?
Companies now require you to use AI. They want to move fast. You spend most of your day working and if you can't hand code, make mistakes, and learn where you work, how do you get better?
Post title: Ask HN: Is there a test for measuring cognitive affects from LLM usage?
Is there a test I can periodically do to see how my cognitive abilities are being affected by my AI usage all day?
Post title: Ask HN: How are you preventing brainrot?
I’m using Claude Code half of the day now at work, I just can’t keep up with my team if I were to stop coding with AI. I’m more “productive” but my brain feels less sharp
Post title: Anxious about my skill gap after getting converted from intern to full time (heavy AI dependence)
Since day one of that internship ive leaned on cop…
The public layer keeps only a minimal excerpt. Open the source for full context.
What this evidence does not show yet
This dossier already carries first-hand payment evidence. What it still cannot tell you: market size, how reachable these people are, or what it costs to acquire them.
Follow how this opportunity evolves
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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.