# Thoughts

## Recent Thought Leadership

**Closing the AuthZ Gap in MCP: Policy-Driven Tool Invocation Control**  
Model Context Protocol (MCP) tools give AI agents direct access to production databases, internal APIs, and third-party platforms. But most teams deploying MCP today have no answer to a simple question: who authorized that tool call?  
[Read Blog](https://www.improving.com/thoughts/mcp-authorization-policy-driven-tool-invocation-control/)

**Why AI Pilots Fail to Scale**  
Successful AI integration requires redesigning work processes to for usability, trust, and measurable business outcomes.  
[Read Blog](https://www.improving.com/thoughts/why-ai-pilots-fail-to-scale/)

**Data Debt Is the Real Reason Your AI Predictions Don’t Improve**  
Data debt is quietly ruining your AI initiatives. Get a deep dive into how it happens, why it happens, and the strategies teams use to resolve it.  
[Read Blog](https://www.improving.com/thoughts/data-debt-ai-predictions/)

## Upcoming Webinars

Join us wherever you are in the world as we share some knowledge – hosted by our Improvers.

**Jun 17, 2026, 1:00 PM EDT**  
**Build Your Own Software Factory: Customized AI-Assisted Development**  
AI tools speed development, but lack precision. Build a custom software factory to ensure quality, consistency, and fit.  
[Register](https://events.teams.microsoft.com/event/0b3e123d-65a8-45bb-b448-a2cb4f701b95@f2267c2e-5a54-49f4-84fa-e4f2f4038a2e)

**Jul 22, 2026, 1:00 PM EDT**  
**Smarter AI Spending: Controlling Token Costs Without Sacrificing Performance**  
A practical guide to multi-model AI architecture for enterprise teams  
[Register](https://events.teams.microsoft.com/event/15c46f0f-52b6-4a75-8c6d-19cb1b0d9085@f2267c2e-5a54-49f4-84fa-e4f2f4038a2e)

## Previous Webinars

Did you miss your calendar notification? Don't worry we got you covered, watch the recordings here on-demand.

**Evolving Java: What’s New—and Why It Matters**  
Java at 30: modern features, happier developers, and how AI fits into today’s Java workflows.  
[Watch](https://www.improving.com/thoughts/webinars/evolving-java-whats-new-and-why-it-matters/)

**Wielding AI-Ready TypeScript: The Present and Future of Typed Development in the Age of AI**  
From JavaScript helper to trust layer: why TypeScript matters more than ever in an AI-driven future.  
[Watch](https://www.improving.com/thoughts/webinars/wielding-ai-ready-typescript-the-present-and-future-of-typed-development-in-the-age-of-ai/)

**Kubernetes and OpenShift**  
Battle-tested patterns for running Kubernetes across clouds with clear observability, sane costs, and GitOps control.  
[Watch](https://www.improving.com/thoughts/webinars/kubernetes-and-openshift/)