How We Broke Our First AI App — and What It Taught Us About Model Reliability
OutworkTech’s first Hashnode story on AI debugging, unpredictability & engineering discipline.
Dec 1, 20255 min read12

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AI meets real-world software engineering
OutworkTech’s first Hashnode story on AI debugging, unpredictability & engineering discipline.

Large Language Models (LLMs) dominate the spotlight — billions of parameters, cloud-scale compute, massive training data.But in the real world of telco networks, regulated enterprises, IoT devices, retail systems, and high-speed operational workflows...

A practical, step-by-step approach to fine-tuning models for real contextual understanding

From inference to execution in live systems
