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Anthropic's AGI roadmap: First coding, then tool use, then computer use

Boris Cherny · Head of Claude Code: What happens after coding is solved | Boris Cherny · Feb 19, 2026 · at 7:24

Boris Cherny, Head of Claude Code at Anthropic, explains Anthropic's internal mental model for evolving AI agent capabilities safely.

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“We were building the models in this way that kind of fit our mental model of the way that we built SafeHEI, where the model starts by being really good at coding, then it gets really good at tool use, then it gets really good at computer use. Roughly, this is like the trajectory.”

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More from Boris Cherny

Prediction Not checkable as stated
Cherny predicts coding will be increasingly solved across all stacks within months
“And over the next few months, I think what we're going to see is just across the industry, it's going to become increasingly solved, you know, for every kind of code base, every tech stack that people work on.”
Boris Cherny Feb 19, 2026 ▶ 19:06 Head of Claude Code: What happens after coding is solved | Boris Cherny
Assertion Not checkable as stated
Cherny: Claude Code boosted Anthropic engineer PR productivity by 200%
“Over the last year, like, since we introduced quad code, we probably, I don't know the exact number, we probably, like, forex the engineering team or something like this, but productivity per engineer has increased 200% in terms of, like, pull requests.”
Boris Cherny Feb 19, 2026 ▶ 21:18 Head of Claude Code: What happens after coding is solved | Boris Cherny
Prediction Not checkable as stated
Cherny: Understanding underlying code layers won't matter in one to two years
“My take is, I think for people that are using that are using quad code, that are using agents to code today, you still have to understand the layer under. But yeah, in a year or two, it's not gonna matter.”
Boris Cherny Feb 19, 2026 ▶ 32:27 Head of Claude Code: What happens after coding is solved | Boris Cherny
Assertion Supported
Cherny: IDEs might not be needed for software engineering by end-of-2025
“And my prediction back in May of 2025 was, by the end of the year, you might not need an IDE to code anymore, and we're gonna start to see engineers not doing this.”
Boris Cherny Feb 19, 2026 ▶ 14:13 Head of Claude Code: What happens after coding is solved | Boris Cherny
Disclosure
Cherny has not edited a single line of code since November
“I have not edited a single line by hand since November.”
Boris Cherny Feb 19, 2026 ▶ 16:53 Head of Claude Code: What happens after coding is solved | Boris Cherny
Prediction Not checkable as stated
Cherny: AI automation will soon expand to product management and design
“I think it's going to be a lot of the roles that are adjacent to engineering. So yeah, it could be like product managers. It could be design, could be data science. It is going to expand to pretty much any kind of work that you can do on a computer because the…”
Boris Cherny Feb 19, 2026 ▶ 36:23 Head of Claude Code: What happens after coding is solved | Boris Cherny
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