📁How agents can use filesystems for context engineering The hardest part of building reliable agents is "context engineering" Filesystems are a useful abstraction for letting the agent manage it's own state - aka do it's own context engineering. It's a key part of Deep Agents

A 100GB file on Linux that uses only 1MB of disk space. Magic? 🤔 No. It's a powerful feature called "sparse files," powered by a single, elegant syscall: lseek (#8 on x86_64). Most modern Linux filesystems support sparse files (ext4, XFS, Btrfs...), but note that some like

Docker Storage Drivers → Docker uses storage drivers to manage how image layers and container filesystems are stored on disk. → Storage drivers determine performance, efficiency, and how read/write operations behave inside containers. → Understanding them helps you choose the

At @modal we've built every layer of the AI infra stack from scratch — from filesystems and networking to our own async queues and multi-cloud GPU orchestration. I sat down with @narayanarjun from @amplifypartners to go into depth on all of this, including the fun ways the

We're hiring at DDN! 🎊 We're hiring for a Staff Software Engineer with a specialization in Filesystems and Data Protocols to join our Infinia Data Services team! In this pivotal role, you will design, develop, and optimize the core components of Infinia, DDN’s advanced

Sharvil (@sharvil) showed #OBTS how Apple’s new FSKit lets you build filesystems in userspace - you can build a pseudo-FS, use it as a honeypot for infostealers and even a hiding spot for malware. DM him if you need help using this as a Canary/tripwire in your environment!

The Linux kernel This could be an interesting manual to save. I specifically show the Filesystems section because I remember someone asking for this. (Link Below)

How container filesystems actually works? Explained in 2 mins.

I wrote an eng blog post: what's inside Notebooks Sharing how Modal boots real-time, collaborative GPU notebooks really fast. Full stack: - gVisor-based runtime (sandbox, filesystems, lazy image loading) - Multiplayer editing - Interactive streaming UI https://t.co/ryj2xt225a

Linux 101: Split a drive into multiple partitions and format them using different filesystems 🛠️ A server may need its storage divided for different purposes - e.g., fast, journaled ext4 for logs and system data, and advanced btrfs for app data. Practice https://t.co/jC54h1T1UT

可能受到 Manus 的启发，现在对使用文件系统作为上下文管理工程的实践越来越多，比如 Anthropic 的 Skills，还有 LangChain 的 How agents can use filesystems for context engineering。 这些技巧背后，更深层次是对模型的认知理解或者说是 Agent 认知工程 我做了整理，希望能给大家一点启发

Claude Code is built for local filesystem access, and it works great for coding agents. But web apps don't run on filesystems. They run on Supabase, S3 etc. Claude Agents SDK leaves you to figure out all of this by yourself But Mix SDK does it in one command:

🚀 Deep Agents: The Weekly Roundup 🚀 Dive into our new resources to help you build Deep Agents capable of handling complex, long-running tasks. ✏️ Context engineering is key to reliable agents. Deep agents need detailed context and prompts, and filesystems can help manage that

Quick Linux insight: You probably know FUSE. It lets you build filesystems in userspace (like Python) without touching the kernel. But did you know you can do the same for block devices? Most people think creating a virtual disk requires writing complex C kernel modules. It

NFS is one of the most beautiful and painful filesystems in the world.. does any of the #FreeBSD people have any tips on how to troubleshoot a server, not behaving with linux clients? i think my problem is my uid/gid differences.. betweeen linux/bsd but lost.

open source tool for scanning containers, filesystems, git repos, and cloud configs for vulnerabilities

AI agents having access to filesystems opens up a whole new attack surface. @hampiholey from our team explores how to sandbox agents at the kernel level in our new blog post:

Option B: #Laravel Tips 💡 1️⃣ Need a throwaway disk for tests or temp exports without touching config? Use Laravel’s on-demand disks to spin up a filesystem at runtime. It keeps tests isolated and avoids polluting filesystems.php

Claude is teaching me wonders about how macOS handles filesystems