The demo is flawless. The agent reads the support ticket, categorizes it, looks up the customer, drafts a response, updates the CRM, and posts a summary in Slack. Everyone nods. Someone says, “This is going to save us hundreds of hours.”
Two weeks later, the same agent has replied to the wrong cust
Git Hosting na UE: Como cumprir DSA e GDPR sem perder produtividade
Introdução
A União Europeia acabou de tornar obrigatória a soberania dos dados de código‑fonte. Se o seu repositório contém informações pessoais, segredos de negócio ou até mesmo o nome dos desenvolvedores, ele deve fic
Here's an experiment you can reproduce. Take an image with fine structure — thin gridlines, text, sharp edges — shrink it to a quarter of its side length, interpolate it back up to the original size with bicubic, and compare against the original pixel by pixel.
I measured two things: PSNR, and hi
Why Idempotency Matters
When building APIs, network failures are inevitable. A client sends a request, the server processes it, but the response is lost. The client retries, and suddenly you have duplicate orders, double charges, or duplicated database records. Idempotency solves this by ensuring
Terrain — prepares the ground so agents don't have to guess where to stand.
🔗 GitHub: https://github.com/sopaco/terrain
The Tech Lead's Pain: Documentation as Technical Debt
As a Tech Lead, you've definitely experienced:
Architecture docs that took two weeks to write become unrecog
Every backend engineer has had this conversation at least once: retention gets cut from 90 days to 30, or verbosity gets dialed down in production, because the storage bill for logs quietly became a line item someone in finance started asking about. It usually gets framed as a tooling problem — "we
Rate limiting is a critical architectural pattern that controls how often a user or a computer program can send requests to a server. Think of a request as any action that requires a server to do work, such as loading a webpage, submitting a login form, or searching a database. By setting a strict c
Terrain — prepares the ground so agents don't have to guess where to stand.
🔗 GitHub: https://github.com/sopaco/terrain
The Real Problem in CI/CD Pipelines
Teams often face these issues in CI pipelines:
Regenerate documents on every merge—but only a few files actually changed
Kno
I set up self-hosting on my mid-spec laptop with 300 GB of storage and 16 GB of RAM. The issue is that I only have a phone, so I have to manage everything from it. I installed CasaOS, created a shortcut, and I've been managing everything through it smoothly. Now that I have everything I need install
Like all other mid-thirties nerds, I run a janky homelab out of my living room. In addition to being my daily driver for gaming and coding, my trusty desktop computer also serves as a media server and content acquisition system.
In a previous iteration, I had been using Tailscale with Mullvad as a