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How I Create Memory for My Agents on Claude Code
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How I Create Memory for My Agents on Claude Code

via Dev.toTebogo Tseka

How I Create Memory for My Agents on Claude Code March 3, 2026 Introduction AI agents forget everything. Every new session starts from zero — no context about your project, no memory of architectural decisions, no knowledge of your coding standards. You end up repeating yourself constantly. I run 14 specialised agents across multiple AWS projects — an HLD Architect, a DevOps Engineer, an SDET, a Defect Manager, a Technical Content Engineer, and more. Each one needs to understand the codebase, follow specific rules, and build on work from previous sessions. Repeating context every session is not an option. So I built a multi-layered memory architecture in Claude Code that gives my agents persistent knowledge, specialised expertise, and consistent behaviour across every conversation. Here is exactly how I do it. The Architecture: Six Layers of Memory My agent memory system has six layers, each solving a different problem: ┌──────────────────────────────────────────────┐ │ Layer 6: Permis

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