2026-07-03 - 5 min read
AI Engineering vs ML Engineering
The fastest-growing technical role of 2024 to 2025 was AI engineer, and it is not the same job as ML engineer.
Engineering journal by Muhammad Saifullah, writing on custom software, AI integration, and replacing manual business processes.
2026-07-03 - 5 min read
The fastest-growing technical role of 2024 to 2025 was AI engineer, and it is not the same job as ML engineer.
2026-07-01 - 6 min read
MCP turns AI models from isolated tools into system participants, the difference between a smart assistant and an autonomous agent.
2026-06-30 - 6 min read
You cannot optimize what you cannot measure, and most AI projects do not define what good looks like before building.
2026-06-29 - 7 min read
A service returning 503 errors is better than a service returning wrong answers silently.
2026-06-27 - 4 min read
Most software projects fail not in development, but in the two weeks before anyone writes a line.
2026-06-27 - 7 min read
RAG systems fail not because they cannot retrieve, but because they retrieve the wrong thing with high confidence.
2026-06-26 - 4 min read
AI does not replace broken processes. It amplifies them.
2026-06-25 - 5 min read
Nearly 60 percent of workers could save 6+ hours per week if repetitive data tasks were automated.
2026-06-23 - 4 min read
The client did not ask for custom software. They saw the prototype and immediately understood the operational gap.
2026-06-22 - 7 min read
Most software failures happen not at launch, but 3 to 6 months later under real operating conditions.
2026-06-20 - 5 min read
$28,500 per employee per year is the true annual cost of manual data entry, according to a 2025 Parseur and QuestionPro survey.
2026-06-15 - 5 min read
$28,500 per operations employee per year was the cost of manual coordination, according to Parseur 2025.