hebel. today · All topics · AI at Work
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15 November 2026
Rethinking human oversight. Melina’s team at the Design Systems Collective mandates that any change to agent memory passes a QA agent check, followed by a person approving the pull request. When agents fail to agree after three rounds, the report…
14 November 2026
Volume-based success. Some organizations define AI progress through throughput and cost metrics. Incident.io increased its shipping frequency to 140 releases daily with 50 engineers, using AI to generate parts of its code in 43% of pull requests. At the same…
13 November 2026
Wharton researchers found that only 28% of managers report strongly positive returns on AI investments, with success depending on workflow transformation rather than headcount reduction. High-ROI departments track growth metrics like net-new revenue or customer satisfaction, whereas those measuring efficiency…