Ai

Early Adopter Release of Kodit: MCP server to index external repositories

Published

Jun 9, 2025

Author

Dr. Phil Winder

CEO

A lot of my work today is assisted with AI. From editing blog posts to developing proposals. But the number one use case is AI-assisted coding. Tools like Cursor,l Cline, Roo, Aider, Claude Code, etc. have disrupted software engineering to levels I hadn’t anticipated. But still, it’s not perfect.

This post is about one particular set of problems and a new open source tool I developed to alleviate it.

AI-Native Transformation: How AI is Driving Organisational Change

Published

May 28, 2025

Author

Dr. Phil Winder

CEO

As AI-native transformation reshapes the technology landscape, organizations must rethink not just their tools but their entire structures and processes. Simply adopting AI technologies is not enough. True transformation requires organizational change, guided by a deep understanding of both technical feasibility and business value.

Enterprise AI Assistants: Combatting Fragmentation

Published

Jan 16, 2025

Author

Dr. Phil Winder

CEO

Enterprise AI Assistants unify disparate data sources, providing real-time insights and access control. Building domain-specific assistants and orchestrating them (hierarchical or federated) offers scalability, specialized features, and better performance than single-vendor solutions. Ultimately, organizations need a tailored approach that consolidates knowledge, fosters collaboration, and addresses evolving AI integration challenges.

Keynote: Data Transparency, AI Use Cases, Data Sovereignty

Published

Dec 18, 2024

Author

Dr. Phil Winder

CEO

At Winder.AI, we’re seeing a shift in how businesses are adopting AI—not just for innovation, but for real, tangible commercial outcomes. I had the privilege of sharing these insights as a keynote speaker at ITAPA in beautiful Bratislava, Slovakia. The audience was looking for an insight into how AI is being used and some of the key challenges that are being faced today. I took the opportunity to share some of my thoughts about the importance of data transparency, some interesting use cases, and future regulation to watch out for.

Large Language Model Fine-Tuning via Context Stacking

Published

Dec 11, 2024

Author

Fine-tuning Large Language Models (LLMs) can be a resource-intensive and time-consuming process. Businesses often need large datasets and significant computational power to adapt models to their unique requirements. Attentio, co-founded by Julian and Lukas, is changing this landscape with an innovative technique called context stacking. In this video, we explore how this method works, why it is so efficient, and what it means for enterprises looking to embed custom knowledge directly into their AI models.

AI in 2024: A Year in Review

Published

Dec 9, 2024

Author

Dr. Phil Winder

CEO

In this reflective podcast, the team at Winder.AI — Dr. Phil Winder, Charles Humble, and Jonathan Hunter — take a deep dive into their year, discussing trends, lessons learned, and their vision for 2025.

AI Strategy for CEOs: Aligning Tech with Business Goals

Published

Nov 13, 2024

Author

Charles Humble

Associate Editor

Join Phil Winder and Charles Humble in this insightful interview as he delves into the critical components of an enterprise AI strategy, based upon his excellent article on the subject.

Gain actionable insights on aligning AI with your business goals, building robust data infrastructure, and prioritizing projects based on ROI. Learn about MLOps, AI security, and the role of generative AI and reinforcement learning across industries.

Artificial Intelligence in the Future of Supply Chains

Published

Oct 2, 2024

Author

Dr. Phil Winder

CEO

The use of artificial intelligence (AI) in supply chains has shifted from being a buzzword to a powerful tool with transformative potential. AI is no longer just an emerging technology—it is actively reshaping how companies approach their supply chain operations. I recently presented how AI, including generative AI, is transforming the supply chain industry. This post dives into the key insights from my presentation, highlighting the role AI plays in improving supply chains and what the future may hold.

Getting Enterprise AI Strategy Right

Published

Sep 13, 2024

Author

Charles Humble

Associate Editor

AI offers considerable benefits across almost every commercial enterprise, from efficiency gains to the potential for brand new products. But it also represents a threat, opening up possibilities for new entrants to disrupt established markets. In business environments, company executives look to produce an ‘AI Strategy’ but can lose sight of their objectives, rather like a politician thinking, “Something needs to be done and this is something, so let’s do this.

Introduction to the EU AI Act

Published

Jan 24, 2024

Author

Dr. Phil Winder

CEO

This is a video of a presentation introducing the EU AI Act by explaining what it is, how it impacts you, and what you need to do. In subsequent webinars I will delve into the details and provide specific examples. We will also be speaking to other industry experts to provide their insight.