Gen AI Insights
Thoughts on Generative AI, product leadership, and enterprise AI transformation
CIO Warning: Your AI Agent Strategy Will Fail Without a Knowledge Layer
The enterprise world is buzzing with the promise of agentic AI. With the AI agent market projected to surge from approximately $7.8 billion in 2025 to over $52 billion by 2030, the race to deploy autonomous AI agents capable of reasoning, planning, and acting on behalf of organizations has never been more intense. According to […]
MCP Problems and How Anthropic Skills Aim to Solve Them (2026)
The rise of powerful Large Language Models (LLMs) has transformed AI from simple Q&A systems into intelligent agents capable of executing complex, multi-step workflows—such as booking flights, resolving customer issues, or orchestrating business processes. At the core of this shift is an agent’s ability to interact with real-world systems through tools and APIs. The Model […]
The Ultimate Guide to Context Engineering for AI Agents in 2026
The long-sought potential of autonomous AI agents has been hampered by Large Language Model (LLM) limitations, notably the finite “context window”—the model’s working memory. A persistent issue, even with large windows, is the “lost in the middle” phenomenon, where LLMs forget details in the middle of a context, recalling only the beginning and end. However, […]
AI Trends 2026: A Strategic Guide for Business Executives
As we move further into the decade, the landscape of artificial intelligence is not just evolving; it is undergoing a revolutionary transformation. For business executives and decision-makers, understanding the trajectory of these changes is no longer a matter of competitive advantage but of corporate survival. The year 2026 is poised to be a pivotal moment […]
Beyond the Hype: The Real Truth Behind the 95% Gen AI Failure Rate
A recent MIT report, “The GenAI Divide: State of AI in Business 2025,” sent shockwaves through the tech world with a startling headline: 95% of generative AI projects in enterprises fail to deliver a return on investment. This statistic quickly became fodder for a narrative of disillusionment, with many developers and commentators on platforms like […]
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