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Lumis vs Refind

Which AI research tool saves your time? Compare features, depth, and pricing.

Refind is a "brain food" newsletter that sends 5 curated links per day — focused on long-form articles and ideas worth thinking about. Founded in 2015, it has around 500K subscribers and a reputation for quality over quantity. The free tier is limited; the paid tier unlocks deeper personalization and additional features.

The model is link curation: a small editorial team selects articles they think are worth your time. You get a short note on each link, formatted as a daily email. It's light, it's thoughtful, and it works if you trust the Refind editors to decide what matters.

Lumis inverts the model. Instead of editors choosing for you, you choose your sources — and AI agents synthesize the three most important developments into a ranked briefing. The difference is specificity: Refind curates what's broadly interesting; Lumis delivers what's specifically relevant to your research interests.

Feature Lumis Refind Notes
Daily scheduled briefing ✓ ✓ AI agents monitor your sources
AI-generated synthesis ✓ ~
Source-level transparency ✓ ✗
Custom source/RSS support ✓ ✓
Topic subscriptions ✓ ✗ 10 research categories
Voting/ranking ✓ ✗ 👍/👎 feedback loop
Archive search ✓ ✗ Full-text search
Link curation ✓ ✓
Free plan available ~ ~ Paid tier for deeper features
Price (paid) ✗ ✗
Why analysts switch to Lumis
⚡ 5 daily links vs. daily AI briefing with ranked insights
⚡ Link curation vs. source monitoring + synthesis
⚡ No voting/ranking vs. 👍/👎 feedback loop
What Lumis delivers
Synthesized from your sources — delivered to your inbox each morning
AI & Productivity Tools
Your daily briefing — Lumis
Friday, October 16, 2026
1
risk
RealtimeBench exposes timing failures in LLM agents: correct actions arriving too late still fail
LLM agents in trading or ops can fail not from wrong answers but slow ones—current evals miss this entirely.
2
shift
New paper confronts benchmark saturation: what replaces leaderboards when top models all score perfectly
Benchmarks guiding AI policy are now too easy to differentiate top models, breaking the foundation for safety regulation.
3
signal
Goodfire agents empirically challenge polysemanticity, claim neurons are functionally clean
If neurons are cleaner than assumed, sparse autoencoder and feature-based safety tools may rest on flawed premises.

When to choose Refind instead

Refind is the better fit if you want a curated "brain food" experience — 5 thoughtful links curated by humans, delivered daily, without any setup. If you don't need research-grade depth and are comfortable receiving whatever the Refind editorial team selects, the free tier is a perfectly decent option. It's especially good for generalists who want intellectual breadth without tracking any specific domain.

When Lumis is the better fit

Lumis is built for professionals who need research-grade specificity, not a curated list of broadly interesting articles. Refind gives you 5 links chosen by editors; Lumis gives you the three most important developments from YOUR sources, ranked by relevance and explained in context.

If you're a researcher, analyst, or operator tracking a specific industry and finding yourself clicking through Refind links to primary sources anyway, you're doing the synthesis work manually. Lumis automates that layer — and because the system learns from your feedback, it gets smarter about your interests over time.

Frequently asked questions

How does Lumis differ from Refind?
Lumis uses AI agents to monitor your specific sources and synthesize a daily briefing of the three most relevant developments. Refind curates 5 links per day based on editorial judgment.
Is Lumis free to try?
Yes — Lumis offers a free trial so you can experience your daily briefing before committing. Visit lumis-4.polsia.app to get started.
How does Lumis handle my sources and data?
Lumis connects to your RSS feeds, newsletters, and topic streams. Your sources are used to generate your personal briefing and are not shared with other users or used for any other purpose.
⚡ Founding member pricing

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