On-Premise LLM Deployment: The Real Costs, Trade-offs & Decision Framework
Deploy LLMs on your infrastructure. Complete hardware specs, security architecture, and honest cost analysis showing when on-premise beats cloud (and when it doesn't).
Arnav Jalan
LLM Infrastructure Sizing: From Hardware Requirements to Production Capacity
A 70B model needs 35GB to load. Serving 50 concurrent users needs 80GB+. The gap is KV cache and batch size. Complete sizing guide for production LLM deployments.
9 Best Serverless GPU Providers for LLM Inference (2026)
Compare 9 serverless GPU providers for LLM inference. Real H100 pricing from $1.49/hr, cold start benchmarks, and honest trade-offs. Plus: when serverless breaks down for enterprise.
MCP Explained: Build AI Integrations with Tools, Resources & OAuth (2026 Guide)
Learn Model Context Protocol from architecture to deployment. Build servers in Python (FastMCP) and TypeScript, handle OAuth, avoid security pitfalls. Practical code throughout.
LangGraph Deep Dive: State Machines, Tools, and Human-in-the-Loop
25 Best MCP Servers for AI Agents: Complete Setup Guide (2026)
Model Context Protocol has become the standard for connecting AI agents to external tools. Since Anthropic donated MCP to the Linux Foundation in December 2025, adoption has accelerated across OpenAI, Google, and most major AI platforms. This shift reflects broader enterprise AI trends toward standardized tooling.
This guide covers 25
12 Best Open-Source LLMs for Production in 2026: Real Benchmarks, Real Problems
Which open-source LLMs actually work in production? Real benchmarks, deployment problems, user complaints, and what to watch for.
Private Inference vs Cloud AI: What Enterprises Actually Lose When They Send Data to OpenAI
Cloud AI data risks most teams miss: default retention, legal holds overriding deletion, zero-click exploits. Decision framework for private inference.
Sovereign AI vs Cloud AI: When Control Actually Matters in 2026
Sovereign AI spending hits $1.3T by 2030. Learn when data sovereignty matters more than convenience, which industries need it, and how to evaluate sovereign vs cloud AI infrastructure.
LLM Vendor Lock-in: How OpenAI and Anthropic Trap Enterprise Customers
1,383 documented OpenAI outages. 15-hour service failures. Prompts that break across providers. How to architect AI systems that survive vendor chaos.