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At 2:17 AM, my monitoring alert yanked me out of sleep: the customer service bot had suddenly lost its memory. Users were asking “Where is my order?” three times in a row, and it kept asking for their phone number as if they were complete strangers. I opened the logs and saw that ConversationBufferMemory was loading empty message lists. The key was still there in Redis, but somehow deserialization
Ever had users sign up with [email protected] or [email protected]? Disposable email addresses are a headache for any app that relies on real user contact. I built burner-bouncer to solve this — a zero-dependency libra
I finished an English series on the way I think ordinary people can start using AI for real work. The point is not to become an AI expert first. The point is to have one place where you can say what you want, give the tool access to the right folder, and check the result. Anything important still needs a human pause: publishing, deleting, paying, or authorizing. My preferred starting point is simp
Introduction "All hands on deck for the future of AI-driven development." This is the NO.56 article in the "One Open Source Project a Day" series. Today, we are exploring OpenHands (formerly known as OpenDevin). While projects like RuFlo focus on backend orchestration and cmux on terminal visualization, OpenHands is currently the closest open-source equivalent to a "final form" AI software engi
We’ve all been there: you get your blood test results back, see a bunch of numbers in bold with "High" or "Low" next to them, and immediately spiral into a WebMD rabbit hole. 😵💫 What if instead of panic-searching, you had a team of digital experts—a Medical Researcher, a Certified Nutritionist, and a Data Analyst—working together to turn those raw pixels into a personalized health roadmap? In t
sysctl: setting key "net.ipv4.ip_local_port_range": Permission denied I saw this error while trying to tune the network stack for a high-concurrency service running in Docker, which itself was hosted inside an unprivileged LXC container on Proxmox. The weird part? I was root inside the container. I expected that since I had already enabled nesting=1 and keyctl=1 in the LXC configuration, Docker wo
The Model Context Protocol (MCP) has become the default standard for connecting AI agents to external tools and APIs. Governed by the Linux Foundation since early 2025 and adopted by OpenAI, Anthropic, Microsoft, and Vercel, MCP is the USB-C port of the AI ecosystem — one protocol that lets any LLM application talk to any tool server. But there's a gap between reading the spec and building somethi