RJ Skerry-Ryan (@rustyryan) profile picture

🌮🤖 Speech and language modeling researcher. Principal SWE @ Google Deepmind. ♊🌊 Gemini Audio and Astra core team.

California, USA
Joined July 2007
Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)Photo by RJ Skerry-Ryan (@rustyryan)
RJ Skerry-Ryan retweeted
Google AI Ultra's usage limits are actually INSANE!!! I've been using Gemini 4 Argon High EVERY SINGLE DAY in Antigravity, and I still can't exhaust my quota. My weekly limit resets in 6 minutes, and I STILL have 39% left!!! Never hit the 5-hour limit either. Google is being ridiculously generous with Ultra.
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RJ Skerry-Ryan retweeted
Replying to @alive_
Turns out that human slop code is a much bigger problem than AI slop code.
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RJ Skerry-Ryan retweeted
While most jack-o-lanterns just sit on porches, the @GoogleDeepMind team decided to let AI agents design, simulate, and bring one to life. 🎃🤖 We built a physical, dancing 12 degrees of freedom robot directly from a single plain-English prompt, with no manual CAD required!
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RJ Skerry-Ryan retweeted
So you're telling me the guys who own the only ai hardware that's not a GPU, the datacenters, the model, and the user's entire life data just gapped 11% down? on an EPS miss? And you think the market understands what's happening?
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RJ Skerry-Ryan retweeted
In lieu of flowers, memorial contributions may be made to: Johns Hopkins Alzheimer’s Disease Research Center Fund    alzresearch.org/giving/ Alzheimer’s Foundation of America Caregiver Resources     alzfdn.org/donate/ Photo Credit: Tommy Garcia
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RJ Skerry-Ryan retweeted
🚨 Google Gemini 4 Carbon is a comeback of the year world knowledge , least hallucination and literally 0% success in prompt injection most aligned and omniscient model ever , @OfficialLoganK pls i hope this is not benchmaxxed , i really want 2.5 pro AURA now cheaper than 6 Astra and Opus 5.5
🚨 Gemini 4 Carbon : The Comeback of Google Absolutely frame mogged btw this model is one of the hardest model to jailbreak ever released : 0% success of prompt injection on Gray SWAN IPI Most Aligned model ever , holy shittt
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RJ Skerry-Ryan retweeted
PREDICTION - Google overtakes OpenAI and potentially Anthropic by year end swapping all our gpt 6.1 sol, terra and sonnet 5.5 workloads with gemini 4 argon it’s just better upcoming gemini 4 carbon release will beat opus 5.5 it almost seems inevitable
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RJ Skerry-Ryan retweeted
Very excited to share Genie 4, our incredible interactive world model, bringing together real-time physics, reasoning, and audio! Simulations within simulations, makes you wonder just how deep the rabbit hole goes... I have a feeling we will be finding out soon enough...
This is Genie 4, our most realistic and interactive world model yet. 🌐 Explore dynamic environments in real time to see how the scene responds, sounds, and how the people in it move, react, and speak.
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Google DeepMind researchers have developed: AudioFM, a self-supervised framework for general-purpose audio representations. How it works: a student sees time- or frequency-masked spectrograms, predicts the masked patch representations, and has to pick the matching full-view EMA-teacher target from candidates in other recordings. Plus weaker supervision from masked temporal neighbors. Results: on linear probing it achieves the best or joint-best performance on 10 of 12 tasks. Something particularly interesting: beats prior audio SSL on heart murmur (+4.7 F1) & sleep apnea subtype (+3.2 F1) classification! (audio FMs are very important in medical AI!)
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RJ Skerry-Ryan retweeted
An early look at Genie 4, our new frontier world model, coming soon to the API for the first time : )
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RJ Skerry-Ryan retweeted
Had early access to Genie 4 from @GoogleDeepMind. This is a fully generated, interactive world from a single starting prompt (environment + character) 🤯 Feels like a massive step forward - you can now prompt to change the world and interact with it. With native audio!
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RJ Skerry-Ryan retweeted
Evergreen
WTF, $3000 Samsung TV has an always-on mic, automatic content recognition, geo tracking, network mapping, and ships your data to Samsung + 400 partners. Bro Rooted a brand-new 2025 Samsung TV after noticing absurdly targeted ads. Firmware was locked down, so zero-days it was. Got a root shell. then found: always-on voice service, ACR, geo, full telemetry pipeline, and four separate DRM systems. This isn’t a bug, It’s the product bro.
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RJ Skerry-Ryan retweeted
WHAT?! We can’t believe that we’ve passed $1,000,000 raised for this campaign—thank you all so, so much, we’re just in awe!
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RJ Skerry-Ryan retweeted
Removed all of the samsung spyware from my TV with Codex (Claude refused to root the tv lol) It's insane how much bloat samsung packs into their TVs to track you and sell your data. Here's just some of what I turned off that made my tv 3x faster: - screenshot your screen a few times a second to see what you're streaming and fingerprint you to sell your data - reading your hdmi inputs to do the same thing while you have a game console plugged in - Voice assistants: Bixby wake-word detectors listening and tracking what you say in your house Before and after speed of my TV:
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RJ Skerry-Ryan retweeted
A lot is being made of the fact that Dessa was trained only on human conversations, without any text or pretrained models. First, dGSLM (arxiv.org/abs/2203.16502) already did this in 2022 with just 2k hours of Fisher data. Vendors now provide thousands of hours of high-quality 2-channel dialog off-the-shelf. Second, why do you even want to do this? Humans spent hundreds of thousands of years before inventing writing systems, and then optimized it over 5k years to store knowledge very efficiently. dGSLM had to train only on dialogs because at the time, we didn't know have unified models that could train jointly on text and speech, but this problem was solved by autoregressive transformers. You can cut your training ~10x by letting the model learn from text first, then spoken dialog, like Moshi (and basically every other modern S2S model). Different != smart. Making very natural chit-chat bots is not where the frontier lies. Demos are cool, but the real challenge is intelligence, agentic behavior, and delegation. I would have been blown away if the naturalness was accompanied by GPT-Live style function calling, but alas!
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RJ Skerry-Ryan retweeted
Hi all, I have a new result I'm excited to share. It turns out that *all existing implementations* of softmax and cross-entropy (that's JAX, PyTorch, textbooks, etc) have a subtle bug --- two bugs, actually. A simple rewrite fixes both, and eliminates "slingshots" when grokking:
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WTF, $3000 Samsung TV has an always-on mic, automatic content recognition, geo tracking, network mapping, and ships your data to Samsung + 400 partners. Bro Rooted a brand-new 2025 Samsung TV after noticing absurdly targeted ads. Firmware was locked down, so zero-days it was. Got a root shell. then found: always-on voice service, ACR, geo, full telemetry pipeline, and four separate DRM systems. This isn’t a bug, It’s the product bro.
i own a relatively new (2025) samsung tv. i kept getting weirdly targeted ads. i tried reversing the firmware but it was aes encrypted and no keys unless tear it apart and do uart/jtag magic. zero days it is. root shell on new samsung TVs! discovered PRIVACY HORROR. write up?
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RJ Skerry-Ryan retweeted
she's a 10 but that was supposed to be a random 384-bit number
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One of your production certificate keys is just the number 4.
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RJ Skerry-Ryan retweeted
Some stats on #php2shell. In the 10 hours before it was publicly announced, across the @Cloudflare network we saw thousands of attempts to exploit it. That jumped to tens of thousands in the 45 minutes post announcement, hundreds of thousands within 2 hours, and millions now.
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