AI Customization — 2 Technical Articles

Feb 6, 2026 · Artificial Intelligence

MCP vs. Skill: When to Extend Claude’s Capabilities and When to Define Its Workflow

This article explains the complementary roles of MCP and Skill for Claude, compares them with real‑world analogies, outlines typical use cases, lists advantages and disadvantages, and provides decision guidance on when to use each or combine them.

AI CustomizationClaudeMCP

0 likes · 5 min read

MCP vs. Skill: When to Extend Claude’s Capabilities and When to Define Its Workflow

AI Product Manager Community

Dec 7, 2024 · Artificial Intelligence

How Reinforcement Fine-Tuning (RFT) Is Redefining AI Customization

Reinforcement Fine-Tuning (RFT), unveiled at OpenAI’s 12‑day launch, introduces a feedback‑loop approach that transforms generic models into specialized experts using reinforcement learning, small data, and domain‑specific scorers, offering product managers a powerful tool for rapid, cost‑effective AI customization across industries.

AI CustomizationFine-tuningProduct Management

0 likes · 7 min read

How Reinforcement Fine-Tuning (RFT) Is Redefining AI Customization