Chris V. Ayala

Sr AI Partner Engineer II @Life360 • prev @DraftKings @USBank @NHL • gym and rink rat, takeout loyalist, dad • first gen 🇺🇸

[Merriam-Webster @MerriamWebster]

Why is it ‘cancelled’ in the U.K. but ‘canceled’ in the U.S.?

Because we gave them that L in 1776.

[Boris Cherny @bcherny]

As engineering, product, design, DS, etc. melt into a new kind of role, I was reflecting on what roles might look like in the future. For example, when I look at the Claude Code team I see what I think is five archetypes:

1. Prototyper: comes up with brand new ideas; churns out many ideas, most of which don't ship
2. Builder: quickly turns a prototype/idea into production-grade product/infra
3. Sweeper: cleans up the UI, simplifies the code and system, unships, optimizes performance
4. Grower: takes a product that has been built and iterates on it to improve Product-Market Fit
5. Maintainer: owns a mature system to make it secure, reliable, fast, and efficient as it scales

Many people span across 2 roles, and sometimes 3 roles. I also notice that these roles are not really tied to job function -- eg. across Anthropic, some designers match category 1, some 2, some 3; same for engineers, PM, DS.

A healthy team needs a mix of these, depending on the product:

- A product that is new and pre-PMF needs people that are strong at 1+2+3
- A product that is growing and has found PMF needs 2+3+4 and some 5
- A product that has strong PMF needs 3+4+5 and some 2

Maybe product roles of the future will look more like this, and less like the domain-specific roles of today?

[Vivo @vivoplt]

Don't you guys worry, I got this✋

[Ryan Whitney @ryanwhitney6]

Me all night

[NBC Sports @NBCSports]

"Our country loves sports and it brings us together unlike anything else."

Mike Tirico wraps up a HISTORIC #WinterOlympics for Team USA. 🇺🇸

[NHL @NHL]

WHAT. A PHOTO. 📸 #MilanoCortina2026 #WinterOlympics

[B/R Open Ice @BR_OpenIce]

Jack Eichel, all the feels 🥹

(via @jackie_redmond)

[Matthew Tkachuk @TKACHUKycheese_]

🥇

Is that good?

🇺🇸

[Ryan Whitney @ryanwhitney6]

Spittin’ Chiclets and wearing Gold 🇺🇸

[Viva La Stool @VivaLaStool]

🇺🇸🇺🇸🇺🇸 WHAT A DAY!!! 🇺🇸🇺🇸🇺🇸

[DraftKings @DraftKings]

This photo of Jack Hughes could be one of the greatest hockey photos ever taken 🇺🇸

📸: Elsa/Getty Images

[NBC Olympics & Paralympics @NBCOlympics]

JACK HUGHES. THE MOMENT THAT WILL LIVE FOREVER.

[The White House @WhiteHouse]

QUEUE FREE BIRD 🦅🇺🇸

[Fox News @FoxNews]

Charlie Kirk appeared on Fox and Friends with his family just weeks before he was shot in Utah. Prayers are continuing to pour in for the Turning Point USA co-founder.

[Chris V. Ayala @chrisvayala]

@BR_OpenIce @NHL @grok what’s the story behind Matthew Tkachuk playing the “Pink pony club”?

[Chris V. Ayala @chrisvayala]

@OpenAI The pauses to breathe were breathtaking after a long sentence. Especially with Sol’s already relaxed tone. Stunning.

[Chris V. Ayala @chrisvayala]

@Yankees @TorresGleyber I’m in shambles

[Andrew Fillipponi @ThePoniExpress]

Crosby>McDavid

[Chris V. Ayala @chrisvayala]

@VanshayM class act

[LADbible @ladbible]

Goodfellas, Scarface and The Sopranos all together in one place 👏

Find me a better edit, I’ll wait…