Memseek AI

The open source context engine for AI agents

[Juan Diego Caballero @jdcaballerov]

Does an AI browser agent get faster at a job it has done before?
We ran 180 live scraping runs to find out.

After two practice runs, an agent with @memseek memory needed 7 model turns instead of 16.5. It finished in half the time and at half the cost.

[Memseek AI @memseek]

With Memseek, you could easily implement WikiSkill from Google. It takes some YAML files 😉

- https://arxiv. org/abs/2608.27454v1

Check out a mini version of a self-maintainable skill
https://t.co/qwFzRm4Bwh

[Memseek AI @memseek]

What does it take for an agent to actually remember?

We put together a runnable Memseek walkthrough of the Generative Agents architecture, from recall and reflection to provenance.

Inspired by the work of @joon_s_pk and collaborators.

https://t.co/miQ7RyCSYr

[Memseek AI @memseek]

https://t.co/RAmp0xYItS

[Memseek AI @memseek]

Best agent in the room passes 91% of business tasks if you give it 20 tries.

Passes all 20? 25%.

This is the gap between "a good run exists" and "you can trust it to act." It's also the gap most benchmarks don't measure.

arxiv. org/abs/2608.19741

[Memseek AI @memseek]

https://t.co/miQ7RyCSYr

[Memseek AI @memseek]

Anthropic’s new “mind viruses” paper is interesting.

But agents spreading ideas, goals, and gossip through conversation + memory? That was demonstrated in 2023 by Park et al. (Generative Agents).

Our live recreation lets you observe the exact diffusion process:

[Memseek AI @memseek]

Hello, memory.

Memseek is now open source: a declarative context engine for agents that need to remember, reflect, retrieve, update, and cite what they know.

Built on Postgres. Speaks MCP. Designed for long-running agents in loops and graphs.

https://t.co/NdyIrB1YWj

[Memseek AI @memseek]

AI agents can now try things humans never could

Thousands of times
Millions of times
But trying more is only useful if you can tell what worked

The gap between pass@k and reliability@k may be one of the most important ideas in building reliable agents

https://t.co/RAmp0xYItS