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Carlos Knopel
Areas of focus
2024 — Present

AI-assisted development

Exploring how coding agents, language models and context systems can support software development, product workflows and internal tools.

Coding agents · Context systems · AI-assisted workflows

AI-assisted development, for me, is a practical extension of software engineering. The current focus is on coding agents, context systems and the safeguards needed when AI supports real product work.

Areas of exploration

  • Coding agents and AI-assisted development workflows
  • Retrieval and context systems
  • Human review loops and production safeguards
  • AI support for internal tools and product workflows

The goal is not to add AI everywhere. It is to understand where it can create meaningful product or engineering value without compromising quality, security or maintainability.