---
title: "#productionllm articles | Hashnode"
description: "Explore 1 articles tagged #productionllm on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/productionllm"
---

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# #productionllm

1 posts · 0 followers

[nayakmallikaai](https://hashnode.com/@malln) · [May 1](https://hashnode.com/posts/from-intelligent-to-safe-designing-a-production-grade-portfolio-agent-with-hard-constraints/69f50618ec32cba9e5620bb3)

### [From “Intelligent” to “Safe”: Designing a Production-Grade Portfolio Agent with Hard Constraints](https://portfolioagenticai.hashnode.dev/from-intelligent-to-safe-designing-a-production-grade-portfolio-agent-with-hard-constraints?utm_source=hashnode&utm_medium=feed)

This is a deep dive into building a constraint-driven multi-agent system using LangGraph and MCP. The focus is not on making LLMs smarter, but on making systems safer by removing capabilities rather t

13 min read · [portfolioagenticai.hashnode.dev](https://portfolioagenticai.hashnode.dev/from-intelligent-to-safe-designing-a-production-grade-portfolio-agent-with-hard-constraints?utm_source=hashnode&utm_medium=feed)