Jonathan Pedoeem

268 posts

AI contextual governance business evolution adaptation

AI is moving from “nice-to-have automation” to a core operating layer inside modern organizations—and that shift forces a rethink of governance. The same rules cannot sensibly apply to a low-stakes customer chatbot and a high-stakes autonomous workflow, which is why contextual governance is becoming the

Browser-tools-mcp and other methods for agentic browser use

The trajectory of AI has shifted from static text generation to dynamic, agentic execution. In this new paradigm, the web browser has become one of the most important interfaces for AI agents—serving as the gateway to information, SaaS applications, internal tools, and digital workflows. But connecting large language models

AI contextual refinement

Understanding AI contextual refinement has become essential as teams move beyond prompt engineering toward broader context engineering. As AI models, long-context workflows, and agentic systems mature, contextual refinement is crucial for optimizing outputs, improving accuracy, and reducing hallucinations. Effective context management in LLMs is now critical for higher efficiency,

Get Out of the Model's Way

When something doesn't work, the instinct is to add more. More guardrails. More tools. More structure. With LLMs, this instinct is often wrong. Paradoxically, AI engineers are building elaborate systems to constrain models that are now smarter than the constraints themselves. We're doing the model'

Install Claude Code: Step-by-Step Guide for Developers

AI coding assistants are reshaping software development, helping teams move faster on routine implementation, debugging, and refactoring work. Among these tools is Claude Code from Anthropic, which brings agentic capabilities to AI-assisted coding workflows. Installing and using it effectively can make your development process more efficient without pulling you

Watch my AI Engineering talk: How Claude Code Works

A few weeks ago, I gave a talk at the legendary AI Engineering Summit. It was titled: “How Claude Code Works” Claude Code completely changed how our engineering org functions. It really feels like a “moment” in this space. Importantly, it represents a new standard for building autonomous agents. Suddenly

Claude code pricing: How to save money

Navigating the pricing structure for Claude Code, Anthropic's AI-driven code generation tool, can be daunting. Whether you're an individual developer or managing a team of engineers, understanding costs is essential for budgeting and maximizing the utility of this powerful tool. What the plans cost at

Chain-of-thought is not explainability: Our Takeaways

“Chain-of-thought is not explainability” challenges the widely accepted notion that Chain-of-Thought prompting not only improves the performance of LLMs, but also provides a transparent view into their reasoning processes. The paper offers a critical examination of whether CoT outputs should be treated as faithful explanations of

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