Beyond MCP: Architecting Agent Skills & Logic
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Major SaaS companies including Salesforce, Intuit, and ServiceNow saw stock drops of 45-50% as enterprises shift from bloated software suites to personalized AI agents that users can control directly. Microsoft just capitulated this week, opening Copilot to allow Claude Cowork-style functionality — a clear signal that the "build vs. buy" calculus for enterprise software has fundamentally changed. Matt Marshall and Sam Witteveen break down why personalization is no longer optional for enterprise products. Companies like Zoom now offer personalized workflows that access your conversation history and profile context. Infrastructure decisions are moving fast: token budgets must account for per-user context, identity management has become the biggest technical challenge for agent deployments, and "skills" (not just MCP) are emerging as the key abstraction layer. Zoom's Lijuan Qin explains how their AI Companion moved beyond generic templates to user-controlled personalization: tracking opinion divergence in meetings, generating follow-up emails with specific context controls, and giving users explicit prompt examples instead of "good luck with your prompt." This is the new standard. If your product can't reason over which tools to use, which skills to apply, and which context to pull — all personalized to the individual user — you're competing with something that can be built in 10 days (Cowork's timeline). The agents-are-taking-over reality is here: multi-user agent architectures require thinking about context contamination, security postures for computer-use capabilities, and whether you're building internal agents or buying SaaS that will adapt. Sam's take: "AGI is agentic, and we're well along that continuum now." 🎙️ HOSTS: Matt Marshall | CEO, VentureBeat & Sam Witteveen | VentureBeat 📺 CHAPTERS: 00:00 Intro — The SaaS Apocalypse 00:01:00 The Personalization Imperative 00:02:00 Microsoft Copilot Capitulates to Cowork 00:03:00 From Template Selection to Skill Generation 00:04:00 The Land Grab for User Context 00:05:00 Zoom's Lijuan on Personalized Meeting Intelligence 00:06:00 Why Context = Magic in Enterprise AI 00:07:00 Product-Market Fit in the Agent Era 00:08:00 Metrics That Matter: JP Morgan's 30,000 Agents 00:09:00 Build vs. Buy: The New…