🧠 From Coding to Intent Engineering
AI agent development is shifting from writing syntax to context engineering and intent engineering. Research from Anthropic shows that in Claude Code, the number of debugging sessions has decreased by 50%, while the value of typical tasks has increased.
🌍 The agentic environment is undergoing industrialization. Instead of "magical" demo memory functions, the industry is moving toward complex systemic solutions: knowledge graphs and rigorous accuracy testing.
👤 The programmer's role is changing: it is becoming crucial to design context and verify agent performance. It is necessary to master instruction management tools (AGENTS.md, CLAUDE.md).
Source 1: https://self.md/signals/2026-06-17-expertise-context-memory