GoldieBench Blog · 9 min read
Dessa AI Explained: What Block's Speech-Only Model Does, How To Get It, And Why GoldieBench Can't Score It
Dessa AI explained: Block's full-duplex speech model trained only on human speech, how it works, how to get access, and why it isn't on GoldieBench.

Dessa AI is a full-duplex speech-to-speech model from Block, and it learned to talk only by listening to recordings of human conversation.
Block, the company behind Square and Cash App, built it in a very small research lab that reports directly to Jack Dorsey.
Block's official Dessa page sums up the training in five words, which are "No text, no pretrained models".
The page says it runs locally on a MacBook Pro M4 Max or better, and on 24 October 2026 its Download and Join the waitlist links were marked as coming soon.
I'm Julian Goldie, I run GoldieBench, and I haven't used Dessa myself yet, so everything here comes from Block's own page.
I'll explain what it is, how it works, how to get access and what it can do, and then I'll explain why it isn't on the GoldieBench board.
I don't have a Dessa video, so the first video on this page is my one on Hermes voice agents, which use the older speech-to-text approach Dessa is trying to replace.
Dessa AI at a glance
This table is the whole model on one screen, taken only from Block's page.
| Question | What Block's page says |
|---|---|
| What is it? | It is a full-duplex speech-to-speech model, so audio goes in and audio comes out. |
| Who made it? | A very small AI research lab at Block made it, founded by former members of Dessa, the Toronto deep learning startup. |
| What did it learn from? | It learned from human conversation audio only, without any text or pretrained model. |
| How was it trained? | Block says it trained Dessa on only one NVIDIA GB200 NVL72. |
| Where does it run? | The page says it runs locally on a MacBook Pro M4 Max or better. |
| How fast is it? | Block says inference runs faster than real time. |
| Can I get it? | The page shows Download and Join the waitlist buttons and says launch links are coming soon. |
| What does it cost? | The page lists no price, no plan and no API. |
| Is it on GoldieBench? | It isn't, because GoldieBench scores text models on one-shot builds and Dessa is a speech model. |
What is Dessa AI?
Dessa AI is what Block calls a conversation model trained only on speech.
Most AI models learn from enormous amounts of written text, and voice is bolted on afterwards.
Dessa learned the other way round, by listening to people talk, which is how babies learn before they can read.
Block's claim is that, as far as it knows, Dessa is the first AI you can have a realistic live conversation with that was trained only from human speech.
It's full-duplex, which means it listens and speaks at the same time instead of taking turns like a walkie-talkie.
Block says it knows when to cut in and when to make the small backchannel sounds people use to show they're listening.
It also hears and speaks emotion natively, including sarcasm, laughter, a frustrated sigh and a voice cracking with sadness.
How Dessa AI works differently
Most voice AI today is a chain of three parts, which are speech to text, a text model that writes a reply, and text to speech.
Block's argument is that the first step throws away information that text alone can't carry, such as how you feel.
| Stage | A typical voice AI chain | Dessa AI |
|---|---|---|
| Hearing you | Your voice is turned into text before the model sees it. | Your voice goes straight into the model as sound. |
| Deciding what to say | A text model writes the reply. | The speech model decides what to say, when and how. |
| Speaking back | A separate voice engine reads the text aloud. | The model speaks in its own voice and personality. |
| Taking turns | It usually waits until you stop talking. | It listens and talks at the same time. |
| Emotion | Most tone is lost in the text step. | Block says it hears and speaks emotion natively. |
Block uses a clever example, which is saying the same sentence several times while stressing a different word each time.
The words never change, but the meaning does, and only a model that hears the sound can tell the difference.
How to get access to Dessa AI
There are three routes on Block's page, and only the first is fully open today.
First, you can listen to every demo recording on the page now, and Block says each one is a live conversation that nobody steers.
Second, you can use the Download and Join the waitlist buttons once the launch links go live, which the page said were coming soon on 24 October 2026.
Third, AI safety researchers can request early access through a form that asks for a name, an institutional email and an optional Google Scholar or blog link.
The page doesn't publish a price, a plan, an API or a release date for the download.
Every behaviour in the Dessa AI demos
Block says Dessa picks what to say, when to say it and how, down to its own voice and personality, and the subtitles were added afterwards.
| Demo clip | What Block says it shows |
|---|---|
| Talking about the release | It laughs mid-sentence when something is funny and gets louder when asked to speak up. |
| Remembering a movie | The person forgets a film title and Dessa finishes the sentence. |
| An anniversary surprise | It gasps under its breath and answers with what sounds like teary gratitude. |
| Expressive conversation | It shows a huge range in intonation and speed. |
| Life advice | Block says it sounds genuinely empathetic. |
| Dessa in conversation with GPT-Live-1 | It talks with ChatGPT Live, both voices are AI-generated, and Block notes GPT-Live-1's developer hasn't endorsed Dessa. |
The page lists 15 more samples underneath, with names such as Refund, Safety lab, Marvel gaming and Wise Dessa.
Block says nobody taught Dessa to get louder when asked, and that's the behaviour I'd test first.
The numbers behind Dessa AI
Block says Dessa learned language from hundreds of times fewer words than large language models need.
The page also says one spoken word takes thousands of times more bytes than the same word written down.
Speech never repeats exactly, so the same sentence said twice still produces different data.
Block says it trained the model on only one NVIDIA GB200 NVL72 despite all of that.
The page doesn't publish the model's size or its memory needs, so I'm not going to guess them.
Why Block built Dessa AI
Block gives three reasons, which are curiosity, better understanding between humans and AI, and safety.
The page says AI keeps gaining power while staying nearly deaf to the emotion in our voices.
Its example is a person in serious pain while a voice AI has no idea and just keeps going.
The lab is giving a small group of AI safety researchers early access to find risks it hasn't anticipated.
The limits of Dessa AI today
| Limit | What it means for you |
|---|---|
| The download links were marked as coming soon. | You can't install it yet, so plan nothing client-facing. |
| The page lists no price, plan or API. | You can't budget for it or connect it to your own apps yet. |
| The page doesn't say which languages it speaks. | Block lists learning new languages as one of its own research questions. |
| The page doesn't mention tools or actions. | It's a conversation model, so it won't open apps or run tasks by itself. |
| The safety work is still early. | Block is inviting outside researchers because the risks aren't fully mapped. |
None of these limits are reasons to ignore Dessa, but they are reasons to wait before you build anything on it.
I'd rather tell you what the page leaves out than fill the gaps with guesses.
Who is behind Dessa AI
Block describes the team as a very small AI research lab, and the founders are former members of Dessa, the Toronto deep learning startup.
The lab says it has built deep learning models since 2012 and generative speech models for over eight years.
It reports directly to Jack Dorsey, whom the page lists as Block's cofounder and chairman.
Ragavan Thurairatnam signs the page as Dessa lead, and the page names six researchers plus current and former interns.
Block also gives the lab's own description of its focus, which is chasing frontier problems that others ignore.
What I'd test first when Dessa AI opens
I haven't been able to run Dessa yet, so this is my checklist for the day the download goes live.
I'd interrupt it mid-sentence to see how it handles being cut off.
I'd ask it to speak up and then speak quietly, because that's one of Block's headline behaviours.
I'd tell it a joke with a weak punchline to see whether it laughs or groans.
I'd forget a word on purpose to see whether it fills the gap like it does in the movie demo.
I'd sound frustrated on purpose to see whether its tone changes.
I'd time how quickly it replies on the MacBook Pro the page names, because faster than real time is Block's claim and not yet mine.
Is Dessa AI on GoldieBench?
No, Dessa isn't on GoldieBench, and it couldn't be scored there in its current form.
GoldieBench gives every model the same one-shot build tasks, such as browser games, simulations and visual scenes, and then judges the rendered result.
You can read exactly how that works on the GoldieBench methodology page.
Every model on the board is a text model that reads a written prompt and writes code back.
Dessa takes audio in and gives audio out, and Block says it was trained with no text at all, so it can't take a written build prompt or return a code file.
That doesn't make it better or worse than the models on the board, because it's built for a completely different job.
GoldieBench measures how well a model builds things, and Dessa is built to hold a natural spoken conversation.
The text models that would sit behind a voice agent
If you want a voice agent that actually does work today, the voice layer still hands the job to a text model, and that's where GoldieBench numbers help.
These are real averages from the live board, and they measure one-shot builds rather than voice quality.
| Model | GoldieBench average | Why it matters for a voice agent |
|---|---|---|
| Claude Opus 5 | 8.27 across 50 tasks | It's the highest single model in this table, so it suits voice requests that end in a real build. |
| Hermes MoA | 8.17 across 47 tasks | It blends models inside Hermes, which is the agent my voice setups run on. |
| GPT-5.6 Sol | 8.16 across 50 tasks | It sits just behind Opus 5 on the same build tasks. |
| Qwable 5 27B Coder | 7.14 across 41 tasks | It's the best local model on the board, and it runs on your own Mac through MLX. |
A speech model like Dessa could one day handle the talking while a model like these handles the building.
Block hasn't published a way to connect Dessa to other systems, so that's a future setup rather than one you can build today.
The local models board shows which models run on your own hardware, and my post on the best Hermes Agent model goes deeper on choosing a main brain.
For the company and news side of this launch, read my post on Block Dessa.
Also On Our Network
- Agent Operatorshow to try Dessa AI and what to test first
- AI Income Desksix business uses for Dessa AI worth watching
- AI Tool Verdictevery Dessa AI feature rated on the evidence
- agentos.guidethe Dessa AI quick start for an Agent OS
- agentos.guideApollo, the voice copilot I use in my Agent OS today
If you run an SEO or agency business and want to talk through where voice AI fits, you can book a free SEO strategy session with my team.
If you'd like someone to review your whole agent and voice stack, my team can do that in a free SEO strategy session as well.
Listen to the demos, check your Mac and come back for the launch links, because that's the smartest way to get ready for Dessa AI.
FAQ
What is Dessa AI?
Dessa AI is a full-duplex speech-to-speech model from a small research lab at Block. Block says it was trained from scratch on human conversation audio, with no text and no pretrained models.
Can I download Dessa AI?
Not yet. On 24 October 2026 Block's page showed Download and Join the waitlist buttons and said launch links are coming soon.
What hardware does Dessa AI need?
Block's page says it runs locally on a MacBook Pro M4 Max or better, with inference faster than real time.
Is Dessa AI on GoldieBench?
No. GoldieBench scores text models on one-shot code builds, and Dessa is a speech model that takes audio in and gives audio out, so it can't take a written build prompt.
Does Dessa AI have its own text model inside it?
Block says no text and no pretrained models were used to train it, so it isn't built on top of a text language model.
Which GoldieBench model would power a voice agent best?
For voice requests that end in a build, Claude Opus 5 averages 8.27, Hermes MoA 8.17 and GPT-5.6 Sol 8.16 on GoldieBench, while Qwable 5 27B Coder averages 7.14 as the best local option.


