FlareStart
HomeNewsHow ToSources
FlareStart

Where developers start their day. All the tech news & tutorials that matter, in one place.

Quick Links

  • Home
  • News
  • Tutorials
  • Sources
  • Privacy Policy

Connect

© 2026 FlareStart. All rights reserved.

Back to articles
I Built a Knowledge Evaluator That Uses Notion to Judge What's Worth Remembering
How-ToSystems

I Built a Knowledge Evaluator That Uses Notion to Judge What's Worth Remembering

via Dev.toDaniel Nwaneri2w ago

Foundation kept everything. After 300 conversations, search returned noise. That was the problem I was actually trying to solve. I've been building Foundation — a federated knowledge system on Cloudflare Workers and the hardest part isn't capturing insights from conversations. It's deciding which ones deserve to persist. Throw everything into Vectorize and you end up with noise. The Notion MCP Challenge gave me a reason to isolate the evaluator and ship it as a standalone thing. The Idea Most challenge submissions pipe data into Notion. This one uses Notion as the judgment surface — the place where ambiguous knowledge items wait for a human to decide if they're worth keeping. The architecture: Conversation excerpt ↓ Workers AI (Llama 3.3 70B) scores 3 signals ↓ Score ≥ 0.67 → Knowledge Memory (auto-promoted) Score 0.33–0.67 → Notion Review Queue (human judges) Score < 0.33 → Discarded Notion isn't just receiving output. The Worker queries it back for pending items and uses it as the ap

Continue reading on Dev.to

Opens in a new tab

Read Full Article
17 views

Related Articles

What You Need to Know About Building an Outdoor Sauna (2026)
How-To

What You Need to Know About Building an Outdoor Sauna (2026)

Wired • 18h ago

The Boring Skills That Make Developers Unstoppable in 2026
How-To

The Boring Skills That Make Developers Unstoppable in 2026

Medium Programming • 23h ago

I Installed This VS Code Extension… and My Code Got Instantly Better
How-To

I Installed This VS Code Extension… and My Code Got Instantly Better

Medium Programming • 1d ago

The Age of Personalized Software
How-To

The Age of Personalized Software

Medium Programming • 1d ago

Automating Checkout Add-On Recommendations in WordPress for WooCommerce
How-To

Automating Checkout Add-On Recommendations in WordPress for WooCommerce

Dev.to • 1d ago

Discover More Articles