3 Walls Engineers Face in AI App Development and Prescriptions to Prevent PoC Failure
Published:Dec 28, 2025 13:56
•1 min read
•Qiita LLM
Analysis
This article from Qiita LLM discusses the challenges engineers face when developing AI applications. It highlights the gap between simply making an AI app "work" and making it "usable." The article likely delves into specific obstacles, such as data quality, model selection, and user experience design. It probably offers practical advice to avoid "PoC death," meaning the failure of a Proof of Concept project to move beyond the initial testing phase. The focus is on bridging the gap between basic functionality and practical, user-friendly AI applications.
Key Takeaways
- •The article likely identifies key challenges in AI app development.
- •It probably provides solutions to overcome these challenges.
- •The focus is on moving beyond basic functionality to create usable AI applications.
Reference
“"Hitting the ChatGPT API and displaying the response on the screen." This is something anyone can implement now, in a weekend hackathon or a few hours of personal development...”