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AI & Machine Learning
How Long Should Ollama Keep a Model Loaded?
Ollama can retain a model after a request, let it expire, or unload it immediately. Those choices trade warm-request latency for memory…
KNOWLEDGE, PUT TO WORK
Artificial Intelligence.
Explore the rapidly evolving realm of artificial intelligence, delving into cutting-edge advancements, practical use cases, and expert insights to harness AI’s transformative potential across various industries.
The knowledge library
97 articlesArticles & guides
AI & Machine Learning
OpenAI Stream Usage Needs a Complete Final Receipt
The reproduced stream completed its HTTP body and ended with data: [DONE], yet it contained zero usage chunks. That is a successful…
AI & Machine Learning
Build a Commit-Pinned Hugging Face Cache for Offline Use
Repository coordinates on Hugging Face are a mutable address, not a release identity. If a service downloads main during every cold start,…
AI & Machine Learning
Measure RAG Retrieval Quality With Recall@K and MRR
A fluent answer cannot prove that Retrieval-Augmented Generation found the right evidence. The generator may write confidently from incomplete context, while a…
AI & Machine Learning
GPU Memory Planning for Local LLM Inference
GPU memory planning starts with one equation: required VRAM = model weights + KV cache + runtime reserve. A checkpoint that fits…
AI & Machine Learning
vLLM Is Preempting Requests: Budget the KV Cache Before Raising Concurrency
Sequence group ... is preempted by PreemptionMode.RECOMPUTE mode because there is not enough KV cache space. That warning does not mean the…
AI & Machine Learning
AI Agent Retries Must Not Repeat the Real-World Action
An AI agent asks a tool to create a DNS record. The provider accepts the change, but the HTTP response disappears before…
AI & Machine Learning
MCP Sticky Sessions Depend on the Client Protocol Version
Sticky sessions are not a universal MCP requirement anymore. A remote Model Context Protocol client speaking 2026-07-28 sends self-describing requests that may…
AI & Machine Learning
Qdrant Disk Sizing Must Include Optimizer Working Space
Raw vector bytes are only the first line in a Qdrant storage budget. A collection also carries payload, payload indexes, vector indexes,…
AI & Machine Learning
Why Ollama Uses CPU Even When Your GPU Is Available
nvidia-smi can show a healthy GPU while an Ollama request still runs partly—or entirely—on CPU. That contradiction does not have one universal…
AI & Machine Learning
Keep LiteLLM Provider Keys Out of Every Client App
LiteLLM Proxy can give several applications one OpenAI-compatible endpoint without distributing the underlying provider credentials. The safe pattern is to keep the…
AI & Machine Learning
How to Host Hermes Agent on a VPS Safely
How to Host Hermes Agent on a VPS Safely Hermes Agent becomes more useful when it is treated as a small operating…
AI & Machine Learning
Algorithm R8 Review: Netanel Siboni’s Fail-Closed Quantum Verification System
A transparent technical review for Voxfor readers of Algorithm R8, Netanel Siboni's fail-closed verification and provenance system for cloud-quantum experiments.
AI & Machine Learning
AI Agent VPS Hosting: Specs Security and 24/7 Automation Setup
Run AI agents on a secure VPS workspace with uptime, privacy, tool access and automation control for serious workflows.
AI & Machine Learning
Run an AI Agent 24/7 on a VPS: systemd Docker Security and Voxfor Plans
Deploy an AI agent on a VPS with systemd or Docker, secure API keys, add logs and monitoring, and choose the right…
AI & Machine Learning
Claude Opus 4.8: What’s New for Coding and AI Agents
Claude Opus 4.8 is the latest upgrade in Anthropic Opus model family, and it arrives at a time when businesses, developers, content…
Guides & Tutorials
OpenRouter: The Complete Guide to the Universal AI Model Gateway
OpenRouter is a unified API platform that provides developers and businesses with access to hundreds of large language models (LLMs) from dozens…
AI & Machine Learning
Terafab: Elon Musk $25 Billion AI Chip Project
Terafab is a planned vertically integrated semiconductor fabrication complex, jointly developed by Tesla, SpaceX, and xAI, officially announced by Elon Musk on…
News
Anthropic Colossus Gamble: How SpaceX Compute Reshapes the AI Cloud Wars
Anthropic's recent deal with SpaceX foraccess to all compute capacity at SpaceX's Colossus 1 data center, over 220,000 NVIDIA GPUs delivering 300+…
AI & Machine Learning
n8n in 2026: Automation engine that turns the AGI Race into your business advantage
The artificial general intelligence race is no longer a theoretical debate. Elon Musk predicted AGI could arrive as early as 2026. OpenAI…
AI & Machine Learning
Managed Cloud VPS for AI MVPs: Production Launch Strategy
Move AI MVPs from localhost to production with managed VPS planning, security hardening, deployment workflows, backups, logs, and handover.
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