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Leo Zhang
Leo Zhang

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How I Cut Literature Review Time from 4 Hours to 20 Minutes

Disclosure: I work on Opennomos.

I'm an indie developer building AI tools. Here's something that surprised me: the tool I open most these days isn't my IDE or a CI dashboard. It's paperlist.ai, a paper discovery tool for AI research.

Why would an indie dev care about academic papers? Simple. When you're building in AI, the gap between a conference paper and a product idea is maybe six months. If you're waiting for blog posts and Twitter threads to digest the latest research for you, you're already behind.

The Problem

Before paperlist.ai, my literature review workflow was:

  1. Go to arxiv
  2. Search by keyword
  3. Open 20 tabs
  4. Read abstracts one by one
  5. Realize half of them aren't relevant
  6. Repeat for different keywords
  7. Four hours later, maybe found 5 useful papers

What Changed

PaperList lets you browse top AI conference papers by topic and year. ICLR, NeurIPS, ICML, CVPR — all organized by subject area. Instead of keyword-guessing on arxiv, I pick a topic (say, "RLHF" or "multi-agent systems"), select a year, and get a curated list.

The first time I used it, I found more relevant papers in 20 minutes than I usually did in an entire afternoon. Not because the papers were hidden — they were always there — but because arxiv's interface is optimized for search, not discovery.

Why This Matters for Indie Devs

The biggest cost in solo development isn't compute or SaaS subscriptions. It's context switching. Every time you go from building to researching, you lose momentum. Shrinking the research phase from hours to minutes means you get back into flow faster.

PaperList doesn't do anything magical. It just removes the friction between you and the papers that matter. And for an indie dev shipping AI products, that's exactly what you need.


If you're curious: paperlist.ai is free to browse. json.opennomos.com has the timestamp converter and JSON parser I use daily. Both are community-built tools on the OpenNomos platform.

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