Self-Hosting & Compliance
Running models on your own infrastructure — TCO, Kubernetes, regulated industries, and data-residency.
MCP for Data Pipelines: Connecting Databases, Warehouses, and Live APIs
Model Context Protocol lets AI agents query databases, transform data, and call live APIs through a single standardized interface. Here's everything data engineers need to know.
MCP Server Discovery at Scale: Registry and Server Cards Explained
Over 10,000 public MCP servers exist — and an AI agent can't hardcode them all. Here's how MCP discovery works at scale: well-known URIs, Server Cards, the official Registry, and RAG filtering.
MCP Server Cards and .well-known Discovery: Make Your Server Auto-Discoverable
A practical guide to MCP Server Cards and .well-known discovery endpoints so AI clients can automatically find and connect to your MCP server — with code for Express, Next.js, and FastAPI.
How Standardized Tool Interfaces Cut MCP Deployment Time from Days to Minutes
Traditional AI tool integration took months and spawned hundreds of custom connectors. MCP's standardized tool interfaces collapse that to days — sometimes minutes. Here's how, with real benchmarks.
Deploying Microsoft MCP Gateway on Kubernetes for Enterprise AI Agents
A hands-on guide to deploying Microsoft MCP Gateway on Kubernetes — architecture, step-by-step setup, enterprise security, observability, and scaling for production AI agent workloads.
Multi-Tenant MCP: How to Isolate Agent Access Across Clients
Running multiple clients through a single MCP server without proper isolation is a data breach waiting to happen. Here's how to architect tenant boundaries that hold.
vLLM vs Ollama vs TGI: LLM Serving Framework Comparison
A data-backed comparison of vLLM, Ollama, and TGI - covering throughput benchmarks, concurrency behavior, quantization support, and a 3-question decision framework to pick the right LLM serving framework fast.
Run LLMs Locally vs OpenAI API: Real Cost Comparison
At 50M tokens/day, OpenAI costs $126,000/year. We model the full 36-month TCO across three usage tiers - hardware, electricity, ops labor - so you know exactly when self-hosting wins.
MCP SSO Integration: Connecting Enterprise Identity Providers
A deep-dive guide to MCP SSO integration - OAuth 2.1, SAML 2.0, LDAP, SCIM, agent identity, and step-by-step setup for Okta, Azure AD, Google, Keycloak.
MCP Prompt Injection Attacks: How to Protect Your MCP Server
MCP prompt injection attacks are real, actively exploited, and can escalate from a single malicious comment to full remote code execution. Here's how to stop them.
MCP Integration for Salesforce, SAP, and NetSuite: A Practical Guide
A step-by-step guide to MCP integration for Salesforce, SAP, and NetSuite - setup, security, use cases, and connecting AI agents to your enterprise systems.
MCP at Scale: Handling High-Volume Requests with a Gateway
An MCP gateway is the control plane that makes AI agents production-ready. Architecture, rate limiting, load balancing, and an implementation checklist.
MCP Gateway vs Direct Connection: Choosing the Right Architecture
Direct MCP connections are fine for prototyping. In production, they become a security and scalability liability. Here's how to choose.
LLM Inference Optimization: 5 Cost Patterns to Fix
Your LLM inference bill is probably 3–5x higher than it needs to be. This guide breaks down the 5 structural cost patterns most engineering teams miss - and gives you the exact fixes, with real benchmarks, to close the gap fast.
MCP Compliance: HIPAA and GDPR for AI Agents in Regulated Industries
Most MCP implementations don't log a single tool call - a direct HIPAA violation. Every compliance requirement your AI agents must meet.
Kubernetes LLM Inference with llm-d: Deploy & Autoscale
llm-d is the CNCF-backed framework that makes Kubernetes LLM inference production-ready - with disaggregated serving, KV cache routing, and autoscaling that actually understands GPU saturation.
MCP Audit Logging: What to Capture for Every Tool Invocation
The MCP spec treats audit logging as optional. SOC 2, HIPAA, and PCI-DSS don't. Here's exactly what to capture - and how to do it safely.
On-Premises LLM Deployment for HIPAA & GDPR Compliance
OCR collected $12.84M in HIPAA penalties in 2025 alone. This complete guide shows CTOs, architects, and compliance officers exactly how to deploy LLMs on-premises and satisfy both HIPAA and GDPR - from model selection to air-gapped setups and ROI.
MCP Access Control: Implementing Per-Tool RBAC for AI Agents
A developer-first guide to per-tool role-based access control for MCP servers, with code, a decision matrix, real incidents, and a ready-to-use checklist.
Best MCP Deployment Platforms for Enterprise Teams (2026)
Choosing the right MCP deployment platform in 2026 can make or break your enterprise AI rollout. A data-driven breakdown of the 10 best options.