Why your LLM system works in Testing but fails in Production

GDG on Campus University of Management and Technology - Lahore, Pakistan

Join Aqsa Kausar, GDE and AI/ML Head at Red Buffer, on September 5th at 7 PM for an online session exploring why LLM systems often falter in real-world applications. Discover common pitfalls and gain practical insights into creating more robust systems. Ideal for students, engineers, and anyone curious about LLMs.

Sep 5, 2:00 – 3:00 PM (UTC)

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Key Themes

About this event

Many LLM systems perform well in controlled testing environments but degrade once deployed to real users and real-world data. This session breaks down the reasons behind that gap, covering common failure points, what testing often misses, and practical steps to build more production-ready systems.

Speaker: Aqsa Kausar, GDE and AI/ML Head at Red Buffer

Date: 5th September
Time: 7 PM
Format: Online

Open to anyone working with or curious about LLM systems, from students to practicing engineers.

Speaker

  • Aqsa Kausar

    Tech Lead @Red Buffer

    Google Developer Expert (ML)

Hosts

  • Aqsa Kausar

    Tech Lead @Red Buffer

    Google Developer Expert (ML)

  • Mahnoor Nadeem

    GDGoC UMT

    Women In Tech Lead

Organizers

  • Mohibullah Atif

    Campus Lead @ GDGoC UMT

    Campus Lead

  • SYED MUHMMAD MOHSIN RAZA

    GDGoC-UMT

    Campus Co-lead

  • Zainab Usman

    Women in Tech Lead

  • Fahad Rashid

    MyPath AI

    Generative AI Lead

  • Umair Inayat

    GDGoC-UMT

    ML/AI Lead

  • Ayan Fatima

    GDGoc-UMT

    Creative Lead

  • Muhammad Faizan

    Upwork

    Web Development Lead

  • Muhammad Sheharyar Shahzad Rana

    App Development Lead

  • Gul Ali

    GDGoC UMT

    Cyber Security Lead

  • AHSAN TARIQ

    Game Development Lead

  • Mahnoor Nadeem

    GDGoC UMT

    Media Lead

  • Muhammad Uzair

    Upwork INC

    Freelance Lead