Latest AI News

How to use TrendToKnow

Your AI intelligence workspace for news, research, code, benchmarks, and agent skills.

TrendToKnow helps you move from raw AI updates to useful decisions. Start with a live feed, teach the system your interests, subscribe to sources, track topics, generate digests, and explore papers, repositories, benchmarks, and reusable agent skills from one place.

-News Items
-Sources
-Papers
-Repositories
-Skills

Personalized AI Newsfeed

Create an account, describe your AI interests in plain language, then subscribe to sources. The feed broadcaster ranks articles from your sources, boosts matching topics, deduplicates repeated stories, and adds discovery items when useful.

Personalized AI Digest

The digest turns your subscribed-source feed into a readable briefing with links back to source articles. It is designed for daily or periodic catch-up when you do not want to scan every item manually.

Research Paper Intelligence

The Papers tab ranks recent AI papers with the paper-reviewer skill, including score cards for novelty, technical strength, significance, clarity, velocity, and cross-signal evidence. Paper detail pages expose full summaries, PDFs, arXiv links, and code links when available.

Repos, Benchmarks, And Skills

Use the Repos tab for high-velocity GitHub projects, Benchmarks for leaderboards and datasets, and Skills for reusable agent workflows. Skill pages show package files, evaluation scores, related skills, and a generator for adapting a skill to your own use case.

How the multi-agent system works

1. Learn interests

The interest collector turns your narrative into topics, entities, and key phrases.

2. Recommend sources

The source recommender matches your interests against source descriptions and top sources.

3. Rank signals

News, papers, repos, benchmarks, and skills are scored by recency, quality, velocity, and relevance.

4. Summarize outcomes

Digest and summary agents turn ranked items into briefings, paper reviews, and custom summaries.

Good first workflows

  1. Use Overview to understand the product surface.
  2. Open For You, sign in, and describe your interests.
  3. Subscribe to recommended sources.
  4. Search papers, repos, benchmarks, or skills by topic.
  5. Create tracked topics for themes you want to revisit.
  6. Generate a digest when you want a focused briefing.

What search covers

  • Latest and trending AI news from indexed sources.
  • Recommended and trending AI papers with review-quality scoring.
  • GitHub repositories ranked by trend score, stars, and recent velocity.
  • Benchmarks, datasets, leaderboards, and evaluation signals.
  • Agent skills, skill packages, related skills, and generated skill drafts.