Nicole wanna know

How we turned a fragile single‑machine RAG into a session‑aware, PostgreSQL‑backed chatbot running on Cloud Run with Vertex AI doing the heavy lifting.

From Local Helper to Cloud‑Native RAG Chatbot on Google Cloud

Transforming a local Python automation into a scalable, serverless cloud application using Google Scheduler, Google Cloud Run and Telegram for on-demand execution.

From Local Scripts to Serverless: Architecting a Cloud-Native Data Collection Pipeline

By decoupling transcription from translation and implementing robust error handling, we can build specialized AI pipelines that outperform generic multimodal models in both accuracy and debuggability.

Modular AI Pipelines: Lessons from a Video Translation "Puzzle” with Whisper

Sometimes the simplest tools give you the biggest leap forward.

From Terminal to Browser: My Multi-Agent Chatbot Finally Gets a Face

Building this bot has been a journey of trial and error, but seeing how these agents work together makes me excited for what’s next. This enhanced agent framework is our way of making the bot safer, smarter, and more user-friendly.

Building a Smarter Bot: Enhancing Our Agent Framework

Building my own agentic assistant is teaching me as much about myself as it is about technology.

Building My Own Agentic Personal Assistant - in Progress

Revisiting traditional machine learning showed me that the fundamentals still hold up, even in a world buzzing with AI advancements.

Revisiting Machine Learning: Back to Fraud Detection

LangGraph brought consistency and control to my AI newsroom, making the switch from CrewAI worthwhile.

Switching to LangGraph: A Smoother AI Newsroom Journey

Discover how I built a personalized weekly AI digest using LLMs and an agentic workflow to cut through the noise and deliver the latest AI breakthroughs.

How I Built a Weekly AI Digest with LLMs and Agentic Workflows

My inbox was a mess of newsletters and vague emails, so I used Google Apps Script and Gemini to sort and prioritize them automatically.

Managing Email Overload with Google Apps Script and Gemini

I had a blast trying to automate a mobile app’s “Spin” feature with an emulator for the first time, and here’s how it went.

Mobile App Automation Using an Emulator

Imagine AI systems that don’t just respond to commands but proactively solve problems like humans. 

🗒️How to Write Effective Prompts?

🗒️怎樣才能寫好提示詞 (Prompt)？