
Ganesh Datta
HostCTO & Co-founder of Cortex

Tamar Bercovici
VP of Engineering
April 9, 2026
In This Episode
When Tamar Bercovici joined Box, the engineering team consisted of just 30 people. In the 15 years since, she's worked through every level of the leadership track in the organization and is currently the VP of Engineering. She leads the core platform, which is the backend layer that storage, search, metadata, and Box's AI capabilities all run on.
In this episode of Braintrust, Tamar and Cortex CTO Ganesh Datta get into what the job actually requires at each level from IC to VP, why the transition to a director-level role catches people off guard in a way the manager transition doesn't, and how platform teams make the case for their value when nothing they build has a user-facing feature attached to it.
You’ll learn
Tamar describes sitting down to write her first self-evaluation as a manager and genuinely not knowing what to put. What she did, or what the team did? That confusion resolves once you accept that what you're accountable for is the team's results instead of what you shipped.
As a manager, you're optimizing within constraints. As a director, you're responsible for the constraints themselves. If you see a structural problem and don't fix it, nobody else will.
You can't build a strategic roadmap without deeply understanding the architecture and trade-offs your team is navigating. That means staying close enough to understand what the team is actually hitting.
For infrastructure teams, the external end user is the primary customer. Internal engineering teams are secondary. Getting that hierarchy right determines how you measure success and how you make the case for headcount.
One engineer using AI effectively produces at the output level of several. The observability, deployment gates, and CI/CD practices that should have existed anyway become load-bearing under that pressure. Teams that already built those practices absorb what AI produces. Teams that didn't are about to find out.
Quotes
"I think what's interesting about AI coding is that it's really pressure testing what you already technically should have had in place."
Tamar Bercovici
VP of Engineering
"Execution is burning down risk. That's a one-to-one. And so it's just going to manifest a little differently based on where in the stack you are."
Tamar Bercovici
VP of Engineering
"If you give [AI] a bad prompt, you're going to get a bad outcome. Just like if a product manager gives you a bad set of requirements or your architect doesn't explain what they want you to do, the engineer's not probably going to do a good job."
Tamar Bercovici
VP of Engineering
Timestamps
(01:36)
Tamar's role at Box and what "core platform" actually means.
(06:34)
How the job changes at each level (IC, manager, director, VP) and where each transition is actually hard.
(16:01)
Why Box has principal architects reporting at the same level as directors.
(18:35)
How to stay technically grounded as a senior leader without pretending you're still an engineer.
(24:29)
AI, reliability, and guardrails for a platform team where downtime has real consequences.
(29:45)
AI as an amplifier: why it makes strong teams stronger and exposes weaknesses in less mature ones.
(39:25)
How platform teams make the case for their value when nothing they build has a feature announcement attached to it.
Other episodes
August 13, 2026Garbage in, Garbage out: Splunk's Steve Flanders on why AI Can't Fix your Bad Telemetry
Steve Flanders
Senior Director of Engineering at Splunk
July 30, 2026Your Platform is your Business, Encoded onto your Infra, with Syntasso's Abby Bangser
Abby Bangser
Principal Engineer at Syntasso
July 16, 2026Trust is for People, Confidence is for Tools: Tealium's Dr. Martin Nettling on Reviewing AI-generated Work
Martin Nettling
Senior Director of Engineering

