Claude Skills vs MCP Servers: Production AI Workflows in 2026
Hands-on comparison of Claude Skills and MCP servers from six AI products in production. Token economics, OAuth gaps, and a decision framework.
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Hands-on comparison of Claude Skills and MCP servers from six AI products in production. Token economics, OAuth gaps, and a decision framework.
Salesforce reported Reddit cut average advertiser support resolution time by 84 percent using Agentforce. I reverse-engineered the architecture and copied 5 patterns into our own ServiceBot helpdesk. Here is what worked, what did not, and the real build-vs-buy math at SMB scale.
Choosing the right vector database for your RAG pipeline? This hands-on comparison covers Pinecone, Qdrant, Weaviate, and pgvector — with real latency numbers and a clear decision framework for 2026.
Three AI coding tools dominate developer workflows in 2026 — Cursor, GitHub Copilot, and Claude Code. Here is the honest breakdown of features, pricing, and which one earns a place in your stack.
Gemma 4 review with real benchmarks. Apache 2.0 license, 89.2% AIME math, 34 tokens/sec on M2 MacBook. How it compares to Llama and what you can build with it.
The Linux Foundation AI Code Tracker shows 14.3% of Kubernetes commits are AI-assisted. Breakdown of tools, projects, and what it means for your team.
Anthropic accidentally shipped Claude Code full source code via an npm .map file. Inside: fake tool injection to poison distillation, undercover mode that hides AI authorship, and DRM-level client attestation.
The XM Cyber threat research team identified eight validated attack vectors inside AWS Bedrock, from log theft to agent hijacking to guardrail degradation. Here is what every AI team needs to know and do right now.
Pentera's 2026 report reveals 67% of CISOs have limited AI visibility and zero have full visibility. Here is the practical AI security stack — from free open-source tools to enterprise platforms — that actually works.
Palo Alto Unit 42 uncovered a six-year Chinese state-backed espionage campaign (CL-STA-1087) targeting Southeast Asian militaries using custom malware AppleChris and MemFun with Pastebin dead drops and in-memory execution.
Angela Lipps spent six months in jail after AI facial recognition incorrectly identified her as a bank fraud suspect. She had never been to North Dakota. Nobody called her first.
The Debian project voted not to decide on AI-generated contributions. Here is why the skeptics and the advocates both have valid arguments, and why waiting might be the smartest move.