Blog

Insights on AI Agents

Tutorials, case studies, and lessons learned from building with Claude Code, Gemini, and multi-model workflows.

Agents

Why I Make Claude and Gemini Argue: Building an Adversarial Agentic Workflow

How a 3-round adversarial dialogue between Claude Code and Gemini replaced our design reviews, caught blind spots in a 7-stage content pipeline, and why prompt quality beats model upgrades every time.

SKSerhii Kravchenko·Mar 31, 2026·12 min read
Skills

How I Built a Memory System for Claude Code and Open-Sourced It

Claude Code lacks persistent memory between sessions. Here's how I built a tiered memory system with hooks, topic files, and multi-project safety — and open-sourced it as a starter kit.

SKSerhii Kravchenko·Mar 27, 2026·8 min read