Jonathan Pedoeem

251 posts

AI doesn't kill prod. You do.

I had a conversation with a customer yesterday about how we use AI coding tools. We treat AI tools like they're special, and something to be scared of. Guardrails! Enterprise teams won't try the best coding tools because they are scared of what might happen. AI

Building Agents with Claude Code's SDK

Run Claude Code in headless mode. Use it to build agents that can grep, edit files, and run tests. The Claude Code SDK exposes the same agentic harness that powers Claude Code—Anthropic's AI coding assistant that runs in your terminal. This SDK transforms how developers build AI

GPT-5-Codex: First Reactions

"An AI that can code for 7 hours straight" — VentureBeat's headline on gpt-5-codex. OpenAI dropped GPT-5-Codex in mid-September 2025. Early adopters report game-changing productivity gains alongside some notable quirks. Here's what the community is discovering about OpenAI'

Promptmonitor: Product Review

AI tools now serve over 1 billion monthly users, with 63% of websites experiencing AI-driven search traffic. These AI-referred visitors show 2.3× higher conversion rates compared to traditional organic search visitors.  AI assistants synthesize information and deliver consolidated recommendations. When users ask ChatGPT "What's

What Is a Good R-Squared Value?

The coefficient of determination (R²) is one of the most commonly reported statistics in regression analysis, yet its interpretation remains a source of confusion for many researchers and analysts. This guide provides a plain-English explanation of what R² actually measures, why "good" is entirely contextual, field-specific

ROC and Shape: The Guide for ML Engineers

Since World War II, scientists have used a special graph called an ROC plot to measure how well systems make yes-or-no decisions. Back then, it helped radar operators spot enemy planes. Today, it helps AI systems diagnose diseases. Most people know that these systems get a score between

Claude AI Pricing: Choosing the Right Model

When Claude 3 launched as a major competitor in the AI landscape, and Claude Sonnet introduced its groundbreaking 1-million-token context window with new pricing, it became clear that understanding Claude's costs is crucial for anyone considering this AI assistant. This guide breaks down everything you need

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