Mio

Memory (or context) is a very interesting problem in AI, but not for the reason most people think.
This is the first layer that needs to be EQUALLY READABLE BY MACHINES AND HUMANS (opinions are my own).
I have done an extensive analysis of the current products in the space, some of which are heavily funded like Mem0 or supermemory.
Current focus areas include making retrievals faster, hitting benchmarks, expanding the product surface (all valid problems).
But they're all missing the human-agent interaction part.
Right now, memory works like this: you give an context engine your memories as a dump and then it does its thing and start providing your agents the required context.
But keep doing it for a while (in any product of your choice) and then slowly it becomes a junk drawer where you know you put something but where was it, why did you add it, who changed it, poof. Good luck at that point.
This is one of the areas I'm obsessed with. How do we make context engineering as simple as a perfectly organized notion, and still ridiculously easy for agents to retrieve as well.
What I keep wrestling with in my mind these days: Imagine you are an AI-native individual with 100s of documents and dozens of ongoing clients, is a knowledge graph really the right abstraction?
What "context abstraction" would you want if you are working with agents day-in day-out?

SEO was about being found on Google.

Now AI is becoming the new discovery layer.

For those thinking about GEO...

What s the biggest change you ve made so far?

Hey everyone!

I'm Roman, solo dev behind Blok a native desktop chat platform for communities. Think Discord, but with an AI co-pilot built into the chat and a gacha loot system on top.

• Servers, voice, video, screen share

• AI assistant (b.ai.t) summarizes channels, runs polls, translates

• Gacha loot system XP, quests, loot boxes for cosmetics (no pay-to-win)

• Native desktop app: Tauri + Rust for voice, Supabase backend

Bootstrapped, been building for about 5 months, currently in public beta. Just launched here on PH would love your support and any feedback: https://www.producthunt.com/prod...