AI & Automation
Practical AI applications, automation trends, and machine learning relevant to Algeria.
AI & Automation
AI-Powered Incident Response: How DevOps Teams Are Eliminating Alert Fatigue
It's 2 a.m. Your on-call engineer's phone erupts with 200 alerts in four minutes.
AI & Automation
AI-Generated Tests: The End of Manual QA Workflows
The test suite that used to take a senior QA engineer two weeks to write is now generated in under an hour. The regression run that blocked every Friday deployment now completes in minutes, autonomously, without a single human reviewing a test case.
AI & Automation
Claude Code Mastery: The 7 Levels From Beginner Prompts to Fully Autonomous Pipelines
Introduction Most people who use Claude Code are stuck at level two or three without knowing it. They type requests, accept edits, and move on — and they get value from that.
AI & Automation
The Token Is the New Unit of Work: How 3 Engineers Outproduce 10
Introduction For sixty years, the fundamental unit of work in software development was the instruction. A human wrote code.
AI & Automation
The Dark Factory: Software Where No Human Writes or Reviews Code
Introduction Imagine walking into a software company and being told two things: code must not be written by humans, and code must not be reviewed by humans. Not "code can be assisted by AI" or "developers should leverage automation." The rules are absolute.
AI & Automation
Six Types of Hard Problems: A Framework for What AI Can and Can’t Automate
Every time a new AI model drops, the same conversation erupts: is it smarter than the last one? Will it take my job?
AI & Automation
Intent Engineering: Why Enterprise AI Fails When It Works Too Well
In January 2026, Klarna reported that its AI customer service agent now performs the work of 853 full-time employees and has saved the company $60 million. In the same earnings cycle, CEO Sebastian Siemiatkowski admitted publicly that the strategy had cost the company something
AI & Automation
Why Experienced Devs Get 19% Slower With AI: The J-Curve of Adoption
Introduction Here is a result that should make every engineering leader pause. A rigorous study by the METR organization took experienced open-source developers, gave them real tasks on their own projects -- codebases they knew intimately -- and randomly assigned them to
AI & Automation
The Agent Platform War: Who Controls Where AI Actually Works
Introduction On Valentine's Day 2026, Peter Steinberger posted three paragraphs on his personal blog announcing he was joining OpenAI. Within hours, Sam Altman called him a "genius" who would drive the next generation of personal agents.
AI & Automation
Agent Commerce: When AI Does the Buying, Marketing Dies
Introduction The entire architecture of modern commerce is built on persuasion. Banner ads, influencer endorsements, brand storytelling, urgency tactics, loyalty programs, emotional appeals — the machinery of selling exists because humans make purchasing decisions using a
AI & Automation
Intent Engineering for Algerian Enterprises: Before You Deploy AI
Algeria is in the middle of an AI deployment sprint. Sonatrach announced its digital transformation roadmap integrating AI into upstream exploration and production analytics.
