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Every deploy told our autoscaler that traffic had gone up forty times
9+ min ago (459+ words) For four months every deploy of our search API scaled it from fourteen pods to its maximum of sixty... Tagged with sergeyshinder, observability, prometheus, kubernetes. For four months every deploy of our search API scaled it from fourteen pods to…...
Rate-Limit Failed Logins Without Locking Out Victims
5+ min ago (79+ words) The naive 'N failures and this account is locked' turns your brute-force defense into a denial-of-service tool. The fix is one decision: what you key on. Tagged with security, redis, java, webdev. Liquid syntax error: Unknown tag 'endraw' Templates let…...
Fabric Runtime 2.0 is becoming the default. Here is what actually breaks.
5+ min ago (770+ words) Late September 2026 is when Fabric Runtime 2.0 stops being an opt-in experiment and becomes the path of least resistance for new workspaces and environment items. If you treat that as a release note, you will discover the breakages in production. I…...
Our deploy script kept every value except the ones the new chart added
10+ min ago (321+ words) In August a node in our production cluster came under memory pressure and the kubelet evicted every checkout pod on it, while pods of other services on the same node, using more memory, stayed put. Checkout lost a third of…...
A Vulnerability Disclosure Policy for a Solo SaaS
13+ min ago (80+ words) Before any pen test or SOC 2 conversation, a product needs a way for researchers to report bugs. Here's the security.txt, PGP, and rotation setup we shipped. Tagged with security, saas, webdev, buildinpublic. Liquid syntax error: Unknown tag 'endraw' Templates…...
Python 3.15 Is Not a Speed Release for Data Teams. It Is an Operations Release.
11+ min ago (1366+ words) Python 3.15.0 shipped on October 9, 2026 (release post). The headline number most people will repeat is in the JIT section of What's New: a "7-8% geometric mean performance improvement" over the standard interpreter on x86-64 Linux, and 11-12% on AArch64 macOS. For a data team, the…...
Before You Build the AI Feature, Price It: Unit Economics Per Successful Task
3+ hour, 44+ min ago (250+ words) Every AI roadmap review I’ve sat in has the same awkward moment. Someone shows a demo, someone asks “what will this cost at scale?”, and the answer is a per-token price multiplied by a guess. Three months later the feature ships,…...
What Happens When an AI Agent Gets Access to Your Production Tools?
20+ min ago (1486+ words) An AI agent can already do more than generate code or answer questions. Give it access to GitHub, cloud infrastructure, databases, CI/CD pipelines, monitoring tools, and incident-management systems, and it can start taking actions inside a real production environment....
The AI artifact was useful. Then someone wanted to keep using it.
1+ day, 3+ min ago (930+ words) A calculator comes out of an agent session. Someone sends the link to a colleague. The colleague wants to change one assumption, save a scenario, and come back next week. At that point, there are some ordinary app decisions to…...
Your own agent, your own server: self-hosting drobek
5+ hour, 24+ min ago (794+ words) The useful part of self-hosting drobek is deciding where those small AI-built apps live. Your colleagues can keep using their own coding agents. You run the place that compiles the frontend, serves it, and provides the backend modules. You also…...