Aug 11, 2026 · Artificial Intelligence

Can AI Reliably Process Critical Data? A 10‑Minute End‑to‑End Test with Four Excel Tables

The author evaluates the Office Xiaoxuan AI assistant by feeding it 8,137 attendance records and three related business tables, then walks through file reading, data cleaning, cross‑table verification, and interactive dashboard generation, completing the entire workflow in about ten minutes while highlighting transparency, cost tracking, and verification limits.

AI data processingAI workflowExcel automation

0 likes · 9 min read

Can AI Reliably Process Critical Data? A 10‑Minute End‑to‑End Test with Four Excel Tables

Machine Learning Algorithms & Natural Language Processing

May 7, 2026 · Artificial Intelligence

Low‑Prompt ‘Pang Goose AI’ Lets Anyone Generate Videos and Dashboards Without Learning Complex Prompts

The article argues that while modern LLMs like ChatGPT and Gemini are powerful, their usage barriers are rising, and introduces ‘Pang Goose AI’, a low‑prompt AI agent that, through a pre‑built SOP system, can produce a one‑minute e‑commerce video or an interactive data‑dashboard with a single sentence, outperforming generic models and eliminating the need for users to master prompt engineering.

AI AgentsAI product reviewPersonalized Recommendation

0 likes · 12 min read

Low‑Prompt ‘Pang Goose AI’ Lets Anyone Generate Videos and Dashboards Without Learning Complex Prompts