500 יכולות, אפס עדינות: ספר ההדרכה של LinkedIn לסוכנים AI

תקציר מקורי באנגליתLinkedIn exposes roughly 1,300 tools and 600 playbooks to its coding agents, and all of them sit behind exactly three. MCP degrades somewhere past thirty or forty tools, so Ajay Prakash's team replaced the whole surface with search, get schema, and execute, letting an agent find what it needs instead of carrying everything in context. Prakash is a senior staff software engineer at LinkedIn, and he opens with an on call incident. An alert goes to a coding agent, which pulls the debugging instructions for that specific service, fetches logs and metrics, finds the root cause, proposes mitigation steps, applies them once a human confirms, updates the incident record, and opens a PR for the underlying fix. Minutes instead of hours. The rest of the talk is about the infrastructure that makes tha