One developer, five vertical teams of agents — MCP server team, CommitContext team, SDK team, customer portal team, etc. Before shared memory: they contradicted each other, built incompatible features, rediscovered the same bugs. After: they stay coherent because they can read from the same knowledge base.
Aider resets every session. Here's how to add persistent memory so Aider remembers your project, decisions, and debugging history.
ChatGPT and Claude have built-in memory. It works well — until you hit the API, switch tools, or need to build something. Here's the architectural difference.
VS Code AI extensions like Continue.dev reset every session. Here's how to add persistent memory across sessions so your AI actually learns your codebase.