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Engineered With AI

Article & News

Day: September 6, 2026

CTO Insights
AI in Recruiting: Where It Helps and Where It Is R…

Recruiting is full of repetitive coordination work and it is also one of the most legally exposed places to apply automation. Those two facts pull in opposite directions, and the useful line runs between administration and judgement. Automate the administration aggressively. Leave the judgement alone. Scheduling is the obvious win Coordinating interviews across several calendars, sending confirmations, handling reschedules and chasing feedback consumes an enormous share of a recruiter’s week and involves no judgement whatsoever. It is high volume, entirely rule-governed and completely safe to automate. This alone frees more hours than any screening tool, and it carries none of

CTO Insights
Real-Time or Batch: Choosing the Right Data Archit…

Real-time is the default request and frequently the wrong answer. The question that settles it is how quickly somebody or something will act on the data, rather than how fresh it could theoretically be. Data arriving in two seconds that is looked at once a day is expensive theatre. Batch is the sensible default A scheduled job is easier to build, easier to reason about, and dramatically easier to recover. If a batch run fails, you fix the problem and run it again. That single property removes most of the operational burden that streaming systems carry permanently. Reporting, reconciliation, enrichment,