Insights

Reflection

I stopped organizing my AI's memory into folders.

Why I abandoned hierarchical folders for a compiled, flat approach to AI memory.

Read more → Reflection

Why I don't use specialized AI agents anymore.

One AI with full context outperforms six agents without it.

Read more → Reflection

The MECE trap: how Bain taught me to think, but not to remember.

MECE is a thinking tool, not a memory tool. Here's why I had to unlearn it.

Read more → Reflection

Rules control, not roles.

Why access permissions create bottlenecks — and what works instead.

Read more → Technical

How I reduced AI context from 30K to 3.5K tokens.

The trick isn't better summarization — it's compilation.

Read more → Technical

A democratic system for AI memory maintenance.

No manual cleanup. No curator. The system maintains itself through consensus.

Read more → Technical

How I tested an AI system with 4 different models.

52 tests each, no human intervention. Here's what happened.

Read more → Tutorial

From zero to persistent AI memory: set up EIDARA in 10 minutes.

No technical skills required. Download, hand it to any AI, done.

Read more → Tutorial

How to share AI agents across your team.

An agent is a .md file. Share it like any document.

Read more →