▲ 5 r/kernel+1 crossposts

Minimal kernel

How much of the Linux kernel that gets shipped in production is actually never used?

I'm wondering if release teams building/using a kernel image are often overwhelmed by the number of kernel configuration options, and end up shipping code that will never actually be used by their workload.

Are there any automatic tools out there that can fit a minimal Linux kernel to your runtime needs?

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u/DryPlum7483 — 5 days ago
▲ 6 r/LocalLLM+1 crossposts

BubbleHub is a local runtime and hosting for LLM agents

I've been building BubbleHub a local runtime and LLM hosting for agents.

What BubbleHub does

1. Host specialized local models

It detects your hardware and suggests suitable base models you can run locally.

Local models

After choosing a base model you can prompt it or specialized LoRA adapters from the host and sandboxed environments.

example:

bubble prompt --text "explain this repo"
bubble prompt --text "code a calculator" --speciality coding

(Also works through a Python interface compatible with OpenAI-style usage.)

2. Multi-model scheduling + caching

BubbleHub includes a model scheduler that manages concurrent agent access to local models.

Instead of each agent independently loading/unloading models, BubbleHub keeps models warm and schedules inference requests across agents.

Resource manager

3. Secure sandbox ("bubbles") with dynamic permissions

Each agent runs in a sandbox.

If an agent tries to access something outside its permissions, the system pauses and requests human approval.

Approved actions are stored in the agent manifest.

Agent manifest

Next steps

The next big thing is an app store for AI agents. You’ll be able to install something like OpenClaw in BubbleHub, which automatically sets up a secure sandbox and configures any required API keys.

Why I'm posting this

I'm looking for feedback from people who run local models or build agent systems: would you use BubbleHub for agent development and deployment?

If you find this project interesting, consider starring the repo or contributing.

GitHub: https://github.com/bublhub/BubbleHub

Website: https://bubblehub.ai/

Discord: https://discord.gg/skwKqSgvD2

reddit.com
u/DryPlum7483 — 12 days ago