Ali Gulez

Data Scientist

[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?

[Ali Gulez @Aligulez]

What makes us differentiate the wave from the sea?

[Ali Gulez @Aligulez]

Hallucinating is the biggest pain point in AI chatbots like ChatGPT at the moment. My current workaround is; before each prompt, to always ask myself “what is the action I will take based on the response I get?”.

For example; I would rather not ask “which medicine should I take based on my symptoms?“ because if the bot hallucinates I might have serious medical issue.

Picking the right use case for these bots is the key to leveraging their true power.

[Ali Gulez @Aligulez]

Could quantum computing be the solution for vast need of data centres?

Quantum should allow us to build a much smaller computer that can match the amount of processing done in a huge factory of GPU’s.

[Ali Gulez @Aligulez]

I think people massively underestimate the value of these products
- Youtube
- Google Maps
- Whatsapp

[Ali Gulez @Aligulez]

Just realised that when I need to find a Youtube video that has the particular information I am looking for, Gemini provides the best recommendations. Perhaps due to Gemini’s unique access to Yotube’s raw and enriched datasets.

[Fabrizio Romano @FabrizioRomano]

🟡🔴🇹🇷 Leroy Sané x Galatasaray. 👋🏻

[Andrej Karpathy @karpathy]

An attempt to explain (current) ChatGPT versions.

I still run into many, many people who don't know that:
- o3 is the obvious best thing for important/hard things. It is a reasoning model that is much stronger than 4o and if you are using ChatGPT professionally and not using o3 you're ngmi.
- 4o is different from o4. Yes I know lol. 4o is a good "daily driver" for many easy-medium questions. o4 is only available as mini for now, and is not as good as o3, and I'm not super sure why it's out right now.

Example basic "router" in my own personal use:
- Any simple query (e.g. "what foods are high in fiber"?) => 4o (about ~40% of my use)
- Any hard/important enough query where I am willing to wait a bit (e.g. "help me understand this tax thing...") => o3 (about ~40% of my use)
- I am vibe coding (e.g. "change this code so that...") => 4.1 (about ~10% of my use)
- I want to deeply understand one topic - I want GPT to go off for 10 minutes, look at many, many links and summarize a topic for me. (e.g. "help me understand the rise and fall of Luminar"). => Deep Research (about ~10% of my use). Note that Deep Research is not a model version to be picked from the model picker (!!!), it is a toggle inside the Tools. Under the hood it is based on o3, but I believe is not fully equivalent of just asking o3 the same query, but I am not sure.

All of this is only within the ChatGPT universe of models. In practice my use is more complicated because I like to bounce between all of ChatGPT, Claude, Gemini, Grok and Perplexity depending on the task and out of research interest.

[arda @umutsuzjonturk]

gençler andımızı okuyor okul idaresi de sesi bastırmak için defalarca zili çalıyor yenemezsin abi nasıl yeneceksin

[Yılmaz ÖZDİL @Yilmaz_Ozdill]

Boykota soruşturma açılıyormuş, nereden ne alacağımızı da size mi soracağız birader.

[Barış Atay @barisatay]

#Boykot

[Barış Atay @barisatay]

İktidarı arkanıza alıp bizlere hakaret, küfür edemeyeceğinizi öğreneceksiniz. Azıcık para kaybedince özür sırasına giriyorsunuz! Fakat bitti. O parayı artık bizden kazanamayacaksınız!

[Onedio @onedio]

Yaşanan olayları ChatGPT'ye anlatıp "Atatürk olsa bize nasıl bir akıl verirdi?" diye soran genç, aldığı cevabı paylaştı.

[Rapertuar @rapertuarcom]

Son günlerde ülkemizde yaşanan olayların üzerine Ezhel, “Küçük Turco” isimli yeni protest parçasından bir kesit paylaştı.

[Ali Gulez @Aligulez]

@TheCryptoLark AI

[Ali Gulez @Aligulez]

@barisokan komsu faizli

[Ali Gulez @Aligulez]

@anothercohen

[Mansur Yavaş @mansuryavas06]

Cumhuriyetin Başkenti emin ellerde… 🇹🇷