Sebastian Belulok
47 posts

Sebastian Belulok
@sebestdebest
Nitpicking my choices for the future
South East Asia Katılım Nisan 2017
120 Takip Edilen23 Takipçiler
Sebastian Belulok retweetledi

Pulled up to @ns to experience it for myself.
Solana Day by @SuperteamMY .
First time meeting @balajis in person. Big respect to the team for putting this together. Energy was real. Excited to see more local builders step up and thrive here.



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@FundingCommons @colosseum Building Web#Merger. Helping Web2 people figure out where they fit in Web3, starting on Solana. Submitting to Colosseum Frontier this month. Happy to share more if it fits your scope!
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@sebestdebest @colosseum What's your project gonna be?
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I'm building in the Solana Frontier Hackathon, powered by @Colosseum!
arena.colosseum.org/hackathon/soci…
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I have been officially selected to participate in the largest student hackathon focused on AI & Web3, co-hosted by @dev3pack, @vercel, @elevenlabs, and @solana hack.dev3pack.xyz/share/bmFtZT1T…
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I just applied for the @dev3pack Global Hackathon! Join me using my referral link: hack.dev3pack.xyz/register?ref=U…
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Sebastian Belulok retweetledi

A solid paper from Stanford, Princeton, Harvard, University of Washington, and many other top univ.
Says that almost all advanced AI agent systems can be understood as using just 4 basic ways to adapt, either by updating the agent itself or by updating its tools.
It also positions itself as the first full taxonomy for agentic AI adaptation.
Agentic AI means a large model that can call tools, use memory, and act over multiple steps.
Adaptation here means changing either the agent or its tools using a kind of feedback signal.
In A1, the agent is updated from tool results, like whether code ran correctly or a query found the answer.
In A2, the agent is updated from evaluations of its outputs, for example human ratings or automatic checks of answers and plans.
In T1, retrievers that fetch documents or domain models for specific fields are trained separately while a frozen agent just orchestrates them.
In T2, the agent stays fixed but its tools are tuned from agent signals, like which search results or memory updates improve success.
The survey maps many recent systems into these 4 patterns and explains trade offs between training cost, flexibility, generalization, and modular upgrades.
github .com/pat-jj/Awesome-Adaptation-of-Agentic-AI/blob/main/paper.pdf

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Sebastian Belulok retweetledi

As a Business Development Manager at @ccacc_hub, I work closely with local and global early-stage projects to help them scale from level 0 to level 1, the hardest phase of any startup. I’m used to stress-testing projects from a VC perspective, especially on metrics and business models.
That said, I realized something: to truly help founders, I can’t stay purely on the business side.
So I decided to join Sui Bootcamp Jakarta for one intensive week. I’m not a technical person. My background in JavaScript, TypeScript, and Sui Move is very basic,but understanding the technical foundations is critical if I want to give better advice, not just on Sui, but across Web3 projects in general. I need to be one of them “ Developer “
This bootcamp also marked my first ever Web3 hackathon, and it was an eye-opening experience. Huge thanks to @SuiCommunity_ID for hosting, and to @Moving_03, @maxone_lens, @voyxvirgo, @_r0_0ry, @richie_binance, and @BiasBoth for the support throughout the week.
To my team! this isn’t the end. Let’s take what we’ve learned and build something bigger. Another super app for the Sui ecosystem is just the beginning.
And special thanks to the trainers @kostas_trip and @DLougaris for the guidance, patience, and knowledge shared. Truly appreciated 💙🌊
#buildonsui #catalyst @SuiCommunity_ID @SuiCommunity_MY @SuiNetwork @Mysten_Labs @SuiCommunity




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🐍 Role: Python Developer (Remote – US Client)
💰 $1,000/week | 5 hrs/day | Paid weekly
📍 Remote | EST overlap
🧠 Django | REST | SQLAlchemy
💼 Client: Tech startup 🇺🇸
Comment “PYTHON” 👇
RT to reach devs 🔁
#DeveloperJobs #RemoteWork #Hiring #USAJobs #Tech
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Excited to announce that I’ll be at TOKEN2049 Singapore 2025!
Looking forward to connecting with fellow builders, investors, and innovators in the Web3 space.
Let’s connect! 👉 #TOKEN2049
. meetme.token2049.com/api/badge/XDLe…
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I just registered for the Welcome to Tynker FREE Webinar Series! You should too! tynker.com/school/trainin… #everyteachercancode #everystudentcancode via @goTynker
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