Short answer: progressive profiling should update the record addressed by an immutable user ID, preserve verified identifiers as identities, and record each accepted change as a separately authorized, auditable state transition; it should never create a replacement user merely because a profile field or recovery address changes.
For a healthtech sign-up flow, that rule matters more than...
At 3:17 AM, the pager screamed. PulseWatch, our monitoring SaaS, glowed green while our primary database burned. The culprit: the watchdog itself had silently choked. No fanfare, no alerts, just a slow, unnoticed death. Here is the unvarnished postmortem, stripped of corporate fluff, detailing how we fixed ...
If you're a developer, you know the drill: you get a great side-project idea, open your code editor, start planning the architecture, get lost tweaking CSS alignments, and before you know it, the momentum dies. Another project ends up abandoned in your GitHub repositories.
Recently, I decided to break that cycle and ship Gran...
Originally published on tamiz.pro.
You spent weeks building your AI agent. Unit tests pass. E2E flows work on your dev machine. You ship to production — and within hours, users report inconsistent results, hung conversations, or worse, agents that silently make up answers w...
Reddit, YouTube and LinkedIn are becoming central reference points in AI-generated search answers, according to a March 31, 2026 analysis by Peec AI. The study examined 30 million AI-generated citation events across ChatGPT, Google AI Mode, Gemini, Perplexity and Google AI Overviews. Its clearest finding is that Reddit ranked first or second across the tested platforms, with Yo...
Cron is a time-based job scheduler in Unix-like operating systems. It runs scripts or commands at specified intervals, like every minute, daily at 2 AM, or every Monday. If you've ever needed to automate repetitive tasks, cron is your friend.
The crontab command manages your cron jobs. To edit y...