What shifts when feedback stops feeling external and starts shaping who you are? This week’s reflection isn’t about code style or syntax. It’s about how we respond when the review Continue reading Feedback as Growth→

Our marketing team ran a webinar in October and promised ten $200 vouchers to ten randomly chosen registrants. The export hit my inbox at 09:40, a CSV with 8,453 rows. Continue reading Random Number Generator: Picking 10 Giveaway Winners Nobody Can Predict (Python, Node, and the Browser)→

Weaviate’s anonymous default makes exposure discovery worth a second look Weaviate is a vector database with REST and GraphQL interfaces. Its documentation states that anonymous access is enabled by default Continue reading Weaviate’s anonymous default makes exposure discovery worth a second look→

Contact forms collect everything: real sales leads, support questions, partnership pitches, job applications and a steady drip of spam. Someone has to read each one and decide where it goes. Continue reading Sorting website form enquiries with an LLM that can only answer from a list→

If you’re building an agent, at some point you have to answer a boring question: what will the infrastructure cost each month? Scraping, proxies, a search API, an LLM, maybe Continue reading Describe your agent, get the cheapest sourced infra stack→

تفريغ سلة المحذوفات لا يمحو ملفاتك، بل يحذف خريطة ويندوز إليها. هذا الفرق هو سبب أن الاستعادة ممكنة أصلاً — وهو أيضاً سبب أن الدقائق القادمة تحسم النتيجة أكثر من Continue reading أفرغت سلة المحذوفات — إليك ما يزال ينفعك→

Short answer: use vector retrieval for private, durable notes; use live web retrieval only for facts that must be fresh, and put access rules in the retrieval contract before either Continue reading Node.js Retrieval for Private Knowledge Managers: Access Rules and Freshness→

MCP Notes – Working Draft Overview These are the raw notes on MCP servers I captured between family time and hacking over the past few days. They’re rough but runnable Continue reading Running Multiple MCP Servers on Docker + Windsurf→

You copy entrypoint.sh into the image, set it as the ENTRYPOINT, build, run, and get: $ docker run –rm crlf-demo exec /entrypoint.sh: no such file or directory You open a Continue reading “exec /entrypoint.sh: no such file or directory” (but the file is right there)→

A renewal reminder tied to a business deadline needs a queue service that can implement rate-limiting in message processing without losing the durable handoff. Pick the queue only after defining Continue reading Property Renewal Notifications — Choosing a Queue Service to Implement Rate-Limiting in Message Processing→

Old English (also called Anglo-Saxon) is the language spoken in England from roughly 450 to 1150 AD. It’s the ancestor of modern English, but most people can’t read a line Continue reading How Old English Actually Works: A Quick Guide for Writers and Developers→