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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
Joined May 2026
258 Following    228 Followers
๐Ÿค” "Building an AI agent isn't hard. But keeping it running in production? That's an entirely different challenge." โ€” Every agent developer has hit this wall. Why Managed Agents Are the Next Big Thing in Agent Building Since LangChain launched in late 2022, agent development has evolved at a breathtaking pace. From the early excitement of AutoGPT, through the era of precise frameworks like LangGraph and Google ADK โ€” and then in 2025, as models crossed a capability threshold, the fundamental pattern of "an LLM autonomously looping while calling tools" finally became real. The emergence of dedicated harnesses like Claude Code and Deep Agents marked another step toward the finished form. ๐ŸŒŠ But a deeper problem surfaced: sheer model intelligence isn't enough to keep agents running reliably in production. How do you build a trustworthy runtime? How do you resume a failed agent mid-run? How do you sandbox code safely? How do you design the UX for end users? Developers found themselves wrestling with infrastructure challenges that had nothing to do with the model itself. LangChain founder Harrison Chase crystallizes a year of hard-won lessons into the concept of "managed agents." He frames production agents as a three-layer stack โ€” business logic, harness, and infrastructure โ€” and positions Managed Deep Agents as the platform that takes ownership of that infrastructure layer. Runtime management, event streaming, sandboxes, memory, authentication, evaluation tools: everything developers once had to build themselves is now offered as a managed service. Anthropic's Claude Managed Agents and Vercel's Eve are converging on the same vision, signaling that the entire ecosystem is moving toward democratizing infrastructure. The era when agent developers can focus purely on business logic is finally within reach. #AIAgents# #LangChain#
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