Remote Machine Learning Researcher - Gensyn

The world will be unrecognisable in 5 years. Machine learning models are driving our cars, testing our eyesight, detecting our cancer, giving sight to the blind, giving speech to the mute, and dictating what we consume, enjoy, and think. These AI systems are already an integral part of our lives and will shape our future as a species. Soon, we'll conjure unlimited content: from never-ending TV series (where we’re the main character) to personalised tutors that are infinitely patient and leave no student behind. We’ll augment our memories with foundation models—individually tailored to us through RLHF and connected directly to our thoughts via Brain-Machine Interfaces—blurring the lines between organic and machine intelligence and ushering in the next generation of human development. This future demands immense, globally accessible, uncensorable, computational power. Gensyn is the machine learning compute protocol that translates machine learning compute into an always-on commodity resource—outside of centralised control and as ubiquitous as electricity—accelerating AI progress and ensuring that this revolutionary technology is accessible to all of humanity through a free market. Our Principles: AUTONOMY • Don’t ask for permission - we have a constraint culture, not a permission culture. • Claim ownership of any work stream and set its goals/deadlines, rather than waiting to be assigned work or relying on job specs. • Push & pull context on your work rather than waiting for information from others and assuming people know what you’re doing. • No middle managers - we don’t (and will likely never) have middle managers. FOCUS • Small team - misalignment and politics scale super-linearly with team size. Small protocol teams rival much larger traditional teams. • Thin protocol - build and design thinly. • Reject waste - guard the company’s time, rather than wasting it in meetings without clear purpose/focus, or bikeshedding. REJECT MEDIOCRITY • Give direct feedback to everyone immediately rather than avoiding unpopularity, expecting things to improve naturally, or trading short-term pain for extreme long-term pain. • Embrace an extreme learning rate rather than assuming limits to your ability/knowledge. Responsibilities Train highly distributed models - over uniquely decentralised and heterogeneous infrastructure, rather than GPU clusters Research novel model architectures - design, build, test, and iterate over completely new ways of building neural networks; with an eye towards achieving byzantine tolerance in a trustless compute setting Publish & collaborate - write research papers targeting top-tier AI conferences such as AAAI, ICML, IJCAI and NIPS, and collaborate with experts from universities and research institutes Engineering support - work with the engineering team on wider issues concerning ML (e.g. reproducible training) Follow best practices - build in the open with a keen focus on designing, testing, and documenting your code Write & engage - contribute to technical reports/papers describing the system and discuss with the community Minimum requirements ✅ Extremely strong research background - with publications at major machine learning conferences (or commensurate industrial experience) ✅ Strong background in machine learning and distributed systems ✅ Hands-on experience with distributed model training ✅ Highly self-motivated with excellent verbal and written communication skills ✅ Comfortable working in an applied research environment - with extremely high autonomy and unpredictable timelines Nice to haves Communication backend experience - e.g. NCCL, GLOO and MPI Experience training Large Language Models (LLMs) Compensation / Benefits: Competitive salary + share of equity and token pool Fully remote work - we hire between the West Coast (PT) and Central Europe (CET) time zones 4x all expenses paid company retreats around the world, per year Whatever equipment you need ❤️ Paid sick leave Private health, vision, and dental insurance - including spouse/dependents [ only] Apply tot his job

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Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

4. WHAT DO YOU NEED IN YOUR PHYSICAL WORKSPACE TO SUCCEED IN YOUR WORK?

With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

5. HOW DO YOU PROCESS INFORMATION?

Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

7. HOW DO YOU ORGANIZE FILES, LINKS, AND TABS ON YOUR COMPUTER?

Just like your schedule, how you track files and other information is very important. After all, everything is digital!...

8. HOW TO PRIORITIZE WORK?

The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

9. HOW DO YOU PREPARE FOR A MEETING AND PREPARE A MEETING? WHAT DO YOU SEE HAPPENING DURING THE MEETING?

Just as communication is essential when working remotely, so is organization. Because you won't have those opportunities in the elevator or a casual conversation in the lunchroom, you should take advantage of the little time you have in a video or phone conference...

10. HOW DO YOU USE TECHNOLOGY ON A DAILY BASIS, IN YOUR WORK AND FOR YOUR PLEASURE?

This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...