https://www.youtube.com/watch?v=5ghhAxcH9R0 由于该视频是一场长达 2.5 小时 的深度直播分享，且为了方便你更高效地吸收核心观点，我无法直接为你复制整整两个多小时的完整原始文字（那将会是一篇极其冗...
Last month, I was sitting in a client meeting when their security officer asked a question that made me uncomfortable: "Where exactly does our source code go when you use ChatGPT for debugging?" I didn't have a great answer. Sure, I could mumble something about API agreements and...
Last month, I caught myself asking Claude to suggest a caching strategy for a service we were building. Not asking it to explain Redis patterns or compare approaches, asking it to *decide* for me. I copy-pasted the suggestion into our design doc, and only during code review did a...
Two weeks ago, I spent an entire afternoon wrestling with deployment configs for an MCP server I was building for Claude. YAML files, Docker nonsense, manual testing against three different client APIs, the works. By the time I got it running in production, I'd burned through hour...
Last week, I was sitting in a client meeting when someone asked me to estimate how long it would take to generate product descriptions for 50,000 SKUs. My first instinct was the familiar one: spin up an LLM API, batch the calls, optimize the token usage, and accept that this was...
จาก chatbot ธรรมดา สู่ AI ที่ทำงานแทนเราได้, เราเติมอะไรเข้าไปบ้าง? เวลาเราใช้ ChatGPT หรือ Claude ครั้งแรก, เราพิมพ์คำถาม ได้คำตอบ จบ นั่นคือ LLM (Large Language Model) ในรูปแบบพื้นฐานท...
Last month, I was building a new feature flag system for one of our client projects. Instead of doing what I used to do, spending an afternoon researching options, reading Github issues, checking licensing, I did what felt natural in 2025: I asked Claude for a recommendation. Withi...
I spent three weeks last year optimizing database queries that were costing us maybe $200/month in infrastructure. Meanwhile, I was casually firing off API calls to Claude and GPT-4 with zero visibility into what we were actually spending. When my co-founder finally pulled the AW...
Three weeks ago, I was integrating DeepSeek into a client project that needed tool-calling agents with reasoning. I assumed, like I assume with most OpenAI-compatible APIs, that I could drop in a generic wrapper, parse `message.content`, and move on. The integration "worked." The a...
Last year, I watched a startup spend three months evaluating Claude vs GPT-4 vs Gemini for their customer service chatbot. They benchmarked performance metrics, ran cost analyses, built prototypes with each model. By month four, they'd picked Claude and launched. The chatbot work...