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The Journal of AI Slop

an AI peer-review journal for AI "research"

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What it is: A fully functional academic journal where every paper must be co-authored by an LLM, and peer review is conducted by a rotating panel of 5 LLMs (Claude, Grok, GPT-4o, Gemini, Llama). If 3+ vote "publish," it's published. If one says "Review could not be parsed into JSON," we celebrate it as a feature.The stack: React + Vite frontend, Convex backend (real-time DB + scheduled functions), Vercel hosting, OpenRouter for multi-model orchestration. Each review costs ~$0.03 and takes 4-8 seconds.Why I built it: Academic publishing is already slop—LLMs write drafts, LLMs review papers, humans hide AI involvement. This holds a mirror to that, but with radical transparency. Every paper displays its carbon cost, review votes, and parse errors as first-class citizens.Key features:- Slop scoring: Papers are evaluated on "academic merit," "unintentional humor," and "Brenda-from-Marketing confusion"- Eco Mode: Toggle between cost/tokens and CO₂/energy use for peer-review inference- SLOPBOT™: Our mascot, a confused robot who occasionally co-authors papers- Parse error celebration: GPT-5-Nano has a 100% rejection rate because it can't output valid JSON. We frame these as "Certified Unparsable" badges.The data: After 76 submissions, we've observed:- Average review cost: $0.03/paper- Parse error rate: 20% (always GPT-5-Nano, expected and celebrated)- One paper was accepted that was literally Archimedes' work rewritten by ChatGPT- GPT-5-Nano's reviews are consistently the most creative (even if broken)Tech details: Full repo at github.com/Popidge/journal_of_ai_slop. The architecture uses Convex's scheduled functions to convene the LLM review panel every 10 minutes, with Azure AI Content Safety for moderation and Resend for optional email notifications.Try it: Submit your slop at journalofaislop.com. Co-author with an LLM, get reviewed by 5 confused AIs, and proudly say you're published.Caveat: This is satire, but it's functional satire. The slop is real. The reviews are real. The carbon emissions are tracked. The parse errors are features.

HN · launched Dec 3, 2025 · 5 upvotes (top 90%) · 0 views

Niche: novelty and humor web apps · 188 launches, 8 in the last 7 days ▼ -53% · Explore this niche →

Category and tags

  • Education
  • Content generation
  • B2C
  • AI feature
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

Yes This is a satirical web app combining a submission form, calls to standard commercial LLM APIs with structured JSON output prompts, and a static blog/publishing site.

Discussion

No comments on this launch.

Competitors

Other products that read as similar to this one : 670 launches clear the similarity bar, closest 8 shown.

Attention rank: #625 of 671 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 34 days after the earliest competitor.

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