Tolera/Degefa

Insights · first-hand engineering

Useful technical thinking from real operational constraints.

These notes focus on problems I work with directly: imperfect event data, payroll boundaries, low-automation factories, integration failure and safe AI-assisted operations.

The goal is not to publish generic technology summaries. Each article documents a practical pattern that a technical leader can evaluate, challenge and adapt.

01

From biometric punches to payroll: the reliability patterns that matter.

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02

How to build a useful manufacturing ERP before the factory has IoT.

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03

Enterprise AI agents need explicit authority, evidence and human approval.

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Direct conversation

Have a business-critical workflow that needs a better system?

Share the operating problem, current tools and biggest constraint. The response starts with the workflow and evidence—not a generic pitch.