Former pro Beat Saber player, training models to play games. pfp: @enralis

Vancouver, British Columbia
Joined November 2012
Pinned Tweet
Seems like a good time to share that I've been working on training a generalized full-body model to play Beat Saber via Reinforcement Learning (no replay data). My eventual goal is superhuman performance but with the motion/energy/balance requirements similar to a "real" human.
the fly brain can play beat saber
22
28
7
530
151,702
You Can See Everything is pure cinema
3
105
i've been crash learning everything i can about mechinterp for the past two months and this is the best piece so far in terms of furthering my intuitions. amazing work that has made so many things click. i had believed in the superposition hypothesis until now
interpretability might be the most important scientific problem in the world right now, as I don't think we can solve alignment if we don't know what we're building. I think I have good news about it. I co-authored early work in mechanistic interpretability at OpenAI and came away pessimistic, because neural networks appeared to fold into arbitrary tangled knots. years later, I started openai's first large-scale automated interpretability project, finding about 2% of neurons legible with the primitive tools we had with modern agentic tools and a much closer look, the picture looks totally different. the vast majority in models up to trillions of parameters are legible, and their circuits beautiful. many famous examples of tangled neurons turned out to be misunderstood. The roadblocks I expected mostly aren't there. I now think ambitious interpretability will be solved by the time we need it most, and possibly quite soon, as automated scientists keep improving. it may be a bitter lesson for interpretability: the simple thing, at absurd scale, works already-clean.goodfire.com/
1
76
there are Bitter Lessons everywhere for those with the eyes to see
I put the entire of game minecraft into elden ring as mod. its runs on Mac.
1
3
500
Turns out I can train a model to play Beat Saber via Reinforcement Learning at 30hz (observation, gameplay logic, action rate) and then evaluate it at 60hz and it does even better. Does not generalize to 120hz though It being v60 (60th fresh training run) is just a coincidence.
1
11
399
The existing differences between various controller tracking prediction algorithms will likely be negligible on the potential skill ceiling in this game mode. Stark difference compared to original Beat Saber. Crank up the FPS without worry of worse angles hurting your score.
Meet Flux - a new way to play 👇 🤲 Your hands are the weapon 💥 New gameplay features 🎵 35 songs at launch, more already planned 🎮 Controllers fully supported too Coming Spring 2027 to Meta Quest, Meta VR Glasses and Steam.
19
1,437
Seeing the full song gameplay in this post makes me feel a bit better about the new mode. I think seeing the HUD makes me feel more comfortable. The Beat Saber HUD is part of the home in my heart
Meet Flux - a new way to play 👇 🤲 Your hands are the weapon 💥 New gameplay features 🎵 35 songs at launch, more already planned 🎮 Controllers fully supported too Coming Spring 2027 to Meta Quest, Meta VR Glasses and Steam.
31
1,676
It's a lot easier to see it's rough edges in first person. The camera is following the exact head position, but the camera rotation is heavily smoothed/corrected for viewer comfort. I haven't added head/neck joints yet or training rewards for head direction.
Replying to @Flee_VR
Is it viewable from their pov
4
346
Flee retweeted
first they came for the software developers, and i did not speak out - because i didn't identify as a software developer then they came for the mathematicians, and i did not speak out - because i didn't identify as a mathematician then they came for being really good at beat saber - and there was no one left to speak for me
Seems like a good time to share that I've been working on training a generalized full-body model to play Beat Saber via Reinforcement Learning (no replay data). My eventual goal is superhuman performance but with the motion/energy/balance requirements similar to a "real" human.
9
17
2
786
95,653
Flee retweeted
Replying to @ggfggccf1204
the fly only had to learn to play 1 map, and can be simulated a million times at once, and doesn't have to worry about stuff like "being tired" you do still have an excuse lol
1
1
9
316
Flee retweeted
SO WE DID IT. ??? GG USA YALL DID SO SO WELL <3
11
28
111
1,947
Team Canada 🇨🇦 has taken it’s FIRST BSWC win in a bracket reset against Team USA 🇺🇸 ‼️‼️ Congratulations to all players of both teams, this was an amazing match 🫶 Shoutout to @brazybs_ for being the MVP of the match and to our other amazing players for bringing the win home!
18
52
1,308
Good job Team Canada. I am truly impressed beyond words. I am so happy to see this day finally come.
3
9
46
1,063
I've been living in Japan for two months now and I'm in Tokyo for the next three days. Having a great time so far. If there's anyone here who wants to meet up send me a message.
17
551
What's happening in the world of Beat Saber right now. I've been out of the loop for a long time. Catch me up.
6
41
1,860
This game was made by my two good friends @enralis and @recursive404! They've put a lot of love into this game and I'm really happy for them☺️
Snacko is AVAILABLE NOW in Early Access on PC!🌱✨ Farm, fish, decorate, and build up your island from scratch in this farming cat-venture! Full launch on PC, Switch, PS4 & PS4 in 2024 🌻 Get it here meow🐾 store.steampowered.com/app/1…
1
12
1,062
Snacko is AVAILABLE NOW in Early Access on PC!🌱✨ Farm, fish, decorate, and build up your island from scratch in this farming cat-venture! Full launch on PC, Switch, PS4 & PS4 in 2024 🌻 Get it here meow🐾 store.steampowered.com/app/1…
79
520
121
1,941
221,962
Happy Halloween
5
2
1
66
1,871
This goes out to anyone that has a story to share about Atomic, just anything you loved about Taylan. This server is for family and friends to share their experiences with others and help us all remember how amazing Taylan was. Thank you. discord.gg/R2n2X5n4DV
1
33
1
74