Blog
Stories from the knowledge thread
We document how we build Kiori, how teams stay in sync, and how public workspaces become living knowledge networks.
16 mar 2026•10 min read
What Multimodal Embeddings Actually Change for Knowledge Systems
Google's Gemini Embedding 2 puts text, images, video, and audio in one vector space. Here's what that actually changes for RAG and knowledge systems — from someone implementing it in production.
engineeringairagembeddingsdeep-dive
Read the story→8 mar 2026•8 min read
The Knowledge Flywheel: How Kiori Turns Your Documents Into Compounding Intelligence
A walkthrough of Kiori's knowledge flywheel — from uploading documents to AI-powered retrieval, visual curation, page creation, and back again. See how knowledge compounds.
productknowledgeaiworkflowdeep-dive
Read the story→3 mar 2026•37 min read
Wikis Were Great in 2008. It's Time for the Next Era
Fandom is broken, MediaWiki is outdated, and Wiki.gg is incremental. Explore the best wiki and Fandom alternatives in 2026 — community-owned, ad-free, and AI-augmented.
wikicommunityaifandomknowledge
Read the story→23 feb 2026•13 min read
Notetaking in the Age of AI: When Your Brain Needs a Thinking Partner
PKM power users hit a wall when capture outpaces retrieval. Learn why your Obsidian vault feels unusable at scale and how AI note-taking with a thinking-first workflow restores continuity.
knowledgepkmaiproductivitycognitive-science
Read the story→6 feb 2026•23 min read
Losing the Thread of Thought: Why It's Not Just Forgetting in the Age of AI and Multitasking
The science behind losing your train of thought — from attention residue to cognitive load. Learn why context switching derails focus and how to maintain continuity.
cognitive-scienceproductivityaifocusknowledge
Read the story→24 ene 2026•4 min read
NotebookLM, Notion AI, and the Rise of Knowledge Workbenches (2026)
Comparing NotebookLM alternatives in 2026: see how NotebookLM vs Notion AI vs Heptabase vs Kiori differ across the knowledge loop — and which workbench fits your workflow.
aiknowledgecomparisonworkflow
Read the story→20 dic 2025•3 min read
Why Searching PDFs and Documentation Still Sucks (and Why ChatGPT Isn’t the Fix)
PDF search is broken: keyword matching fails, ChatGPT hallucinates, and teams waste hours re-finding answers. Here’s why — and how queryable knowledge systems fix it.
searchdocumentsllmworkflow
Read the story→15 dic 2025•3 min read
Why AI Hallucinates on Rules and Documentation (And Why That’s Not a Bug)
Why AI hallucinates when processing rules, policies, and documentation — it’s not a bug, it’s a design tradeoff. Learn how traceable knowledge systems keep trust intact.
aitrustrulesknowledge
Read the story→10 dic 2025•3 min read
From Disposable Answers to Living Knowledge
Discover why knowledge management AI fails at continuity — answers fade, context disappears, and teams restart from zero. Learn how a knowledge thread keeps learnings alive.
knowledgecontinuityaiworkflow
Read the story→