For more than 25 years I've been learning how systems behave, from machines to teams to teams working with AI.

I'm Ahmed Avais, an engineering leader who spent a decade coaching engineering and product leaders, sometimes across more than 200 teams at once. I help engineering leaders build healthy teams, make change stick and lead well in complex systems, including the shift to AI happening now. More about me.

  1. machinesnetworks, infrastructure
  2. teamsXP, coaching, HSD
  3. teams + AIspecs, harness, safety net

latest work

Retire, sustain or grow

A federal agency had to decide the future of more than 40 financial-education products. My team went past the brief, pairing AI similarity scoring across 70 sites with real usage data, so every recommendation came with evidence.

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latest writing

Stop starting, start finishing

Two teams, same people, same work. Watch what happens.

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