Storage for AI Agents
Cache-Billed Versus Capacity-Billed Filesystems for AI Agent Workloads
Provider cache eviction forces agents onto storage that survives restarts and forks.
Ground State Storage Editors
· 8 min read
Ground State Storage
POSIX Filesystems
Adding a POSIX Layer to an S3 Bucket You Already Own Without Moving a Single Object
Access your S3 bucket as a filesystem without moving data.
Ground State Storage Editors8 min read
POSIX Filesystems
One Mount Command for S3 GCS R2 and Azure Blob With No Data in Transit
Unified mount lets AI agents access cloud storage buckets like local directories without migration.
Ground State Storage Editors9 min read
Multi-Cloud Storage Design
Data Migration Risks When Moving Between Cloud Storage Providers
Incomplete planning and hidden data turn migrations into data loss and compliance disasters.
Ground State Storage Editors8 min read
POSIX Filesystems
Shareable Cloud Volumes Built on Object Storage
Agents share cloud storage buckets as filesystems while preserving S3 access and POSIX semantics.
Ground State Storage Editors8 min read
Multi-Cloud Storage Design
Storage-Agnostic Architecture Patterns for Cloud-Native Applications
Decouple applications from storage vendors using four architectural patterns.
Ground State Storage Editors8 min read
Storage for AI Agents
Why AI Agents Prefer Filesystem Interfaces Over Custom APIs
Pretraining gives AI agents an edge with familiar filesystem interfaces over custom APIs.
Ground State Storage Editors8 min read
POSIX Filesystems
Write Consistency Semantics When Multiple Nodes Mount the Same Bucket
Multiple nodes writing to the same bucket require coordination the object store won't provide.
Ground State Storage Editors9 min read
POSIX Filesystems
Amazon FSx Alternatives for Multi-Cloud Teams
Multi-cloud GPU training demands storage that spans AWS, GCP, and Azure without egress penalties.
Ground State Storage Editors9 min read
Filesystem Internals
Sparse Files and Hole Punching in Linux
Hole punching recovers wasted disk space in Linux files through deliberate deallocation.
Ground State Storage Editors11 min read
POSIX Filesystems
FSx for Lustre vs POSIX Filesystem Layers Over S3
Checkpoint speed and cost determine whether a parallel filesystem or object-storage layer wins.
Ground State Storage Editors10 min read
POSIX Filesystems
Metadata Bottlenecks in Distributed Filesystems
Metadata operations, not bandwidth, bottleneck distributed AI training systems.
Ground State Storage Editors10 min read
