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Beacon, an open-source self-improving memory and context handoff tool for coding agents, is trending #1 on Product Hunt, letting developers resume sessions across 20+ tools like Claude Code, Cursor, and Codex without re-explaining the project.
A discussion on the operational challenges that arise when scaling from one AI agent to multiple, including context handoff, auth permissions, duplicated work, and cost tracking.