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ai guide AI Agent 實戰

Agentic Engineering: Making AI Agents Collaborate Like a Real Engineering Team

Agentic Engineering isn't about making AI write code faster — it's about making software move through the entire delivery pipeline faster, by using multi-agent collaboration to compress cross-team coordination friction.

#agentic-engineering#multi-agent#langgraph#langsmith#a2a#mcp#worker-agent#leader-agent
ai guide AI Agent 實戰

The Memory Problem in Agentic Engineering: Types, Implementation, and Ownership

Agent memory isn't a plugin — it's part of the harness itself. Pick the right memory type, estimate data volume, then decide on the technology. And finally, figure out whether you actually own that memory.

#agentic-engineering#memory#langmem#agent-harness#context-engineering#multi-agent