H100 vs H200 for LLM inference: memory, throughput and cost
H200’s larger memory pool and higher bandwidth can help large-model serving, but only a workload benchmark can show whether the extra capacity earns its cost.
News · Hostnot GPU
Hostnot GPU News
Eight regions, 24 GPU types: what a catalog can’t tell you
Hostnot GPU lists eight regions and 24 GPU types, but those totals do not reveal where capacity is available or which location will serve users fastest.
How to choose a GPU cloud region for inference
A catalog can show where GPUs are offered, but only measurements from your users can show which region delivers the best response time.
Local IDE, remote GPU: choosing a hybrid workflow
Keep editing on your workstation while moving GPU-heavy runs to an SSH instance—or use serverless inference when you do not need a full environment.
Build retry-safe queues for batch video inference
A catalog snapshot shows broad serverless coverage, but reliable batch video work still depends on how your queue handles timeouts, retries and duplicate requests.
Choose a serverless model by task, not by slug
Hostnot GPU lists 49 serverless models for chat, image and video. Match the job to the catalog entry, then use its exact model slug and API contract.
Route a LangChain chat app through serverless LLM inference
Put Hostnot GPU’s chat endpoint behind your application server, keep credentials off the browser, and let LangChain handle the application-side flow.
Wallet authorization or monthly invoice? A practical guide to GPU cloud billing
Compare post-paid invoices with wallet authorization, and build spending checks around the risks each cloud billing model leaves behind.
Automated GPU setup starts with a repeatable boot path
GPU deploy templates can standardize the starting environment; startup scripts and clear validation steps make each fresh node easier to reproduce.
Ship a lightweight FastAPI vision pipeline using serverless inference
Route incoming image frames through FastAPI to serverless vision endpoints using scoped keys and idempotency headers.
Wallet-first spending controls for multi-tenant AI infrastructure
Enforce strict financial boundaries in multi-tenant systems using server-side pricing and wallet-first GPU authorization.
GPU cloud report: VRAM supply and serverless trends across global regions
A practical look at GPU cloud availability, global region distribution, high-VRAM capacity shifts, and expanding serverless API workloads for team leads.
Real-time video inference: Dedicated GPU instances versus serverless APIs
Evaluating video inference latency, memory overhead, and total cost when choosing between persistent GPU compute and serverless video APIs.
Secure Multi-User SSH Access on Persistent GPU Instances
Configure SSH keys and isolated workspace boundaries on Hostnot GPU instances to maintain private compute access for engineering teams.
Python patterns for idempotent serverless image generation
Prevent duplicate API charges and broken web applications by pairing request-unique idempotency keys with scoped authentication in Python.
How to run reliable serverless LLM inference with idempotency keys
Learn how to use scoped API keys and idempotency headers to prevent duplicate billing on Hostnot GPU serverless endpoints.
Monthly GPU cloud digest: Live inventory and API controls
A practical look at live capacity routing, serverless model growth, and how wallet-first authorization prevents billing surprises.
Choosing a GPU deployment model: Serverless, instances, or hyperscalers
An operational guide to matching AI workloads with the right cloud architecture, from request-based serverless APIs to persistent GPU instances.
How to set up a repeatable fine-tuning environment on Hostnot GPU
A practical guide to provisioning GPU instances with deploy templates, SSH authentication, and clean resource teardowns.
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