The End of AI Bloat: Why Modern Agents Need Skills

Episode notes

Many AI agents start out fast, responsive, and surprisingly intelligent. But after a few months of real-world use, something changes. Response times increase, costs rise, prompts become enormous, and accuracy begins to decline. Organizations often respond by upgrading to larger models, expanding prompts, or adding more orchestration - but the underlying problem remains. The issue isn't the model. It's the architecture. This episode explains why monolithic prompts create what is known as the Context Tax, how modular Skills solve the problem through progressive disclosure, and why Skills are becoming the architectural foundation of modern AI agents across Microsoft Copilot Studio, GitHub Copilot, Claude Code, and the broader enterprise AI ecosystem. THE CONTEXT TAX Every enterprise AI project eventually faces the same challenge. At first, an agent contains a relatively small system prompt describing its role, tone, business rules, and guardrails. As the organization grows, more instructions are added: Policies Compliance rules Business procedures Examples Edge cases Department-specific workflows Eventually the prompt becomes thousands of tokens long.

Related episodes across the Index

Other episodes covering the same guests and topics, from across The B2B Podcast Index.

• Using Airflow for diverse client projects at Accion LabsThe Data Flowcast · on Automation79 / 100
• Navigating AI Risks with Trevor Horwitz from TrustNetB2B Automation Spotlight · on Automation79 / 100
• EP1031: From Automation to AI-Led Banking DecisionsIBS Intelligence Global FinTech Interviews · on Automation
• From Copilots to Workflows: Where AI Value Actually SitsThe Digital Transformation Playbook · on #AgenticAI
• Touch Grass: What OpenAI's Summer Camp Actually Sold UsMaking Sense of Martech · on Automation
• From Pen and Paper to Agentic Workflows: Building AI That Works in the Real WorldDisambiguation · on #AgenticAI

• Azure Well-Architected Framework - Simply Explained63 / 100
• The Copilot Assumption That's Holding You Back - Agentic RAG
• From Demo to Production- Building Enterprise AI Agents That Actually Work with Microsoft Copilot Studio with Elliot Margot [MVP]
• Microsoft Cloud Adoption Framework - Simply Explained
• Azure Image Builder - Simply Explained