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    Home»Machine Learning»Why do so many AI agents crash and burn in the real world? | by Vijay Gadhave | Jul, 2025
    Machine Learning

    Why do so many AI agents crash and burn in the real world? | by Vijay Gadhave | Jul, 2025

    Team_AIBS NewsBy Team_AIBS NewsJuly 18, 2025No Comments1 Min Read
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    Photograph by Matt Hudson on Unsplash

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    On this article, we’ll stroll by an eight‑step playbook to show your AI agent from brittle demo into manufacturing‑grade powerhouse. We’ll cowl:

    • Python Foundations: FastAPI, async magic, and Pydantic schemas
    • Reliability & Safety: Logging, testing, encryption, and compliance
    • RAG Mastery: Embeddings, vector shops, and LangChain
    • Scalable Structure: Multi‑agent choreography and database migrations
    • Value & Efficiency: Autoscaling, caching methods, and price range alerts
    • MLOps Excellence: CI/CD for fashions, versioning, and drift monitoring
    • Ethics & Security: Bias audits, security filters, and human‑in‑the‑loop
    • Steady Enchancment: Actual‑time analytics, suggestions loops, and fast iteration

    Prepared? Let’s dive in.

    Your AI agent is barely as secure as its code. Skip these necessities, and also you’ll spend extra time debugging than innovating:

    FastAPI

    • Consider it as your agent’s entrance door: light-weight, safe, and ridiculously…



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