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The team second brain

On real-time collaboration, local-first markdown, open source, and giving your AI a second brain.

Page 5 of 7

AI + MCP

How to write an AGENTS.md file, and what to leave out of it

AGENTS.md has no schema, so the question is what belongs in it. The inclusion test, the 32 KiB budget, nesting across loaders, and where the rest goes.

Oct 9, 2026 · 9 min read
Obsidian for teams

How to share an Obsidian vault with others, free and paid

Obsidian Sync, Publish, Dropbox, Git and Relay, honestly costed. What the other person can actually do, and how to share one folder instead of the lot.

Oct 8, 2026 · 8 min read
AI news

Cursor can now reach the agent on your laptop. Your teammates still cannot

Cursor's Remote Control reaches a local agent from your phone. What the agent writes is still on one machine that has to stay awake. Here is the other half.

Oct 8, 2026 · 6 min read
Obsidian for teams

Obsidian per-file permissions need a server that can say no

Obsidian has no per-file permissions, and a plugin that hides notes is not one. Every working answer adds a server. What each costs, and what AI changes.

Oct 8, 2026 · 6 min read
AI news

Mistral Large 4 scored 59.9% on business workflows someone else had already written down

Mistral Large 4 scores 59.9% on 657 business workflows an eval specified for it. Your team's workflows are not specified anywhere, and that is the gap.

Oct 7, 2026 · 6 min read
AI news

Google open-sourced the embedder. Your notes app kept the index

EmbeddingGemma 2 is Apache-2.0 and runs on a laptop. It only helps your team if the notes are files you hold and the search index is a cache you can rebuild.

Oct 7, 2026 · 7 min read
AI news

Agent memory fails by throwing things away, not by searching badly

A streaming-recall benchmark found every failure in a bounded memory was an eviction, not a bad rank. Retrieval cannot reach what was already dropped.

Oct 7, 2026 · 8 min read
AI news

The team's vault is the one MCP server that should not run on a laptop

MCP's own docs now say a local stdio server inherits your whole account, and that folder allowlists enforce nothing. What that means for a team vault.

Oct 7, 2026 · 8 min read
AI news

Your notes outlive the model that reads them

Anthropic retired Sonnet 4.5 and OpenAI set shutdown dates in one week. Model churn is scheduled. Your team's knowledge should not be on that clock.

Oct 6, 2026 · 7 min read
AI news

Nobody keeps a list of what is subscribed to your team's notes

OpenAI shipped MCP Events at DevDay. A subscription is a standing grant, and the draft defines no way to list one. Your notes server has to keep that list.

Oct 6, 2026 · 6 min read
AI news

Open weights, rented notes: what Beam's Apache-2.0 licence does not cover

Reflection AI will ship Beam's weights under Apache-2.0. That licence covers the model, not the knowledge it reads. The corpus is the half nobody self-hosts.

Oct 6, 2026 · 8 min read
AI news

When your team's knowledge is a person, an AI has nothing to cite

Stack Overflow's 2026 survey: 93% need source attribution to trust AI, and 72% get work answers from a coworker. A colleague is not a citable source.

Oct 6, 2026 · 7 min read

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