Fiona Fung, engineering lead at Anthropic for Claude Code and Cowork, explains how rapid AI shifts forced her team to drop multi-month roadmaps for monthly planning.
“I think six months was too long. So now for sure some projects will take more than a month, but we try to do like a month planning, like really lightweight. Actually, there's not even dots. It's really just Also hunting on a little spreadsheet of what we think is important, but even that when I'm kind of thinking through, Hey, like every week we should probably still keep a, like what we're trying is here are the month's priorities and we're gonna try it out. But I have a feeling like every week we'll probably want to do really quick, like, Hey, just to check. Yep. This is the, still this month's priorities.”
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More from Fiona Fung
Insight
AI tools have eliminated raw coding as the primary software engineering bottleneck
“And that's the shift that, you know, like we're seeing with cloud code and coworkers is Coding is no longer the bottleneck.”
Fiona FungJun 21, 2026▶ 8:58What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
AssertionNot checkable as stated
Entire Claude Code team checks in code, including PMs and designers
“Like now, not only engineers with, we also have designers, PMs, everybody on the Clark code team checks in code.”
Fiona FungJun 21, 2026▶ 9:11What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
Disclosure
Fung manages engineers via Claude sessions connected to all repos and Slack
“The other shift that I've recently done is I actually have a quad code remote session that I enlist in all of our repos. And so this way I have full visibility into the work that everybody's doing. And this instance, he also has access to all our Slack channel…”
Fiona FungJun 21, 2026▶ 10:10What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
Disclosure
Anthropic engineers use a swear word dashboard to track user frustration
“That was an engineer on the team of, hey, we should maybe track square words. I'm like, oh, that's a great idea. I remember it. I had just, you know, joined when we were having that really fun conversation. Yeah, so it's again, like, it's very interesting to k…”
Fiona FungJun 21, 2026▶ 47:52What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
Insight
Fung: Engineering managers should start as ICs before managing people
“On the manager front, I think giving time for managers that join to be able to go deep and to do that before supporting people. And then they actually like end up building really great rapport with the team. Like, because if not, I think sometimes as managers,…”
Fiona FungJun 21, 2026▶ 51:48What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
Disclosure
Anthropic engineers felt isolated working with AI, prompting pairwise programming lunches
“The other thing that we found interesting on the Cloud Code team is after a while we felt it could start being a lonely experience cause we all started just working with our agents so much. So recently we started maybe like a pairwise programming lunch.”
Fiona FungJun 21, 2026▶ 56:35What happens after coding is solved? | Fiona Fung (Claude Code & Cowork)
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