Post-Cutoff

ResearchBlock115 days after June 2026

Block unveils Dessa, a full-duplex voice model trained from scratch only on recorded human conversation, with no text and no pretrained model

Partly confirmed

The takeaway

On 23 Oct 2026 Block’s small Dessa research lab, which reports to Jack Dorsey, introduced Dessa, a speech-to-speech model trained from scratch only on human conversation audio, without text or a pretrained model.

Status
Claim

Partly confirmed

Our reporting
Medium confidence
Importance
3 of 5
Last verified
24 October 2026

Your AI and this story

  • GPT-6 Astra176 days after its cutoff
  • Claude Opus 5.5115 days after its cutoff
  • Gemini 4 Argon206 days after its cutoff
  • Grok 4.7145 days after its cutoff

None of these four assistants can know about it. The closest, Claude Opus 5.5, stops 115 days before it.

Key facts

  • Trained ‘from scratch on nothing but human conversation. Sounds! No text, no pretrained models’ (Block’s page)
  • Full-duplex: listens and speaks at the same time; learned when to cut in and when to backchannel (‘yeah!’, ‘got it!’)
  • Inference faster than real time; runs locally on a MacBook Pro M4 Max or better
  • Trained on one NVIDIA GB200 NVL72; Block says it learned language from ‘hundreds of times fewer words’ than LLMs
  • Demo clips are live recordings with subtitles added afterward; one shows Dessa talking with OpenAI’s GPT-Live-1 (Block notes OpenAI has not reviewed or endorsed Dessa)
  • Availability: waitlist; early access offered to a small group of AI-safety researchers; no paper, benchmarks or weights published
  • Reception (The Verge, Jay Peters, Oct 23): mostly natural back-and-forth that is ‘occasionally a little awkward and uncanny’ (in one demo it mistakes the speaker for ‘Ronaldo’); Block’s stated safety reason: voice AI is ‘still nearly deaf to the emotion in our voices’
  • Team: a small lab at Block founded by former members of Dessa, the Toronto deep-learning startup; lead Ragavan Thurairatnam; reports directly to Jack Dorsey
Show 1 more
  • Reach: Block’s announcement post had ~225k views and a reshared demo ~41k within a day (fxtwitter, 24 Oct)

What happened

Block (the payments company co-founded by Jack Dorsey) published a page and an X post introducing Dessa, a voice model built by a small research lab inside Block that reports directly to Dorsey. Block says the model was trained “from scratch on nothing but human conversation”, with no text and no pretrained language model, and that it is full-duplex: it listens and speaks at the same time, decides when to interrupt, backchannels and laughs mid-sentence. It runs faster than real time on a high-end MacBook.

The page presents a dozen live recordings of people talking with Dessa (subtitles added afterward), including one in which Dessa talks with OpenAI’s GPT-Live-1; Block adds that OpenAI is not affiliated and has not reviewed or endorsed Dessa. Block frames the work partly as safety: voice assistants that go through text cannot hear emotion (“Imagine being in serious pain while a voice AI has no idea and just keeps going”), and it invites AI-safety researchers to test the model early.

Why it matters

Most voice assistants of 2026 convert speech to text or are built on text-trained models. A conversational model learned only from audio, small enough to run on a laptop, is a different design, with different behaviours to study (prosody, interruptions, emotion) and a new kind of safety question, which Block itself raises.

What is not established yet

All claims come from Block’s own page and posts: there is no paper, no benchmark and no public model to test, and “the first AI … trained only from human speech” is qualified by Block itself with “as far as we know”. Textless speech models trained on audio alone existed before as research; the claim here is about holding a realistic live conversation.

Sources

4 sources from 3 sites. Numbers match the chips in the text.

4 sources: 2 primary, 1 press, 1 reaction

Primary

  1. Block: Dessa, the conversation model trained only on speechblock.xyz, official
  2. @blocks on X: ‘Meet Dessa, our speech model trained from scratch on human conversation’ (23 Oct)x.com, official

Press

  1. The Verge: Jack Dorsey’s Block made an AI model that talks to you like an awkward new friendtheverge.com, press

Reactions

  1. @blueemi99 on X: demo clip reshared, ‘this model is insane’ (23 Oct)x.com, discussion

Changes

  • Added The Verge’s Oct 23 write-up
  • Filed (owner’s tip; Block’s page read in full; X posts via fxtwitter)

Status

Claim

Partly confirmed

Our reporting
Medium confidence
Importance
3 of 5
Last verified
24 October 2026

Sources at a glance

4 sources: 2 primary, 1 press, 1 reaction

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
24 October 2026
Sources read
Owner’s tip; Block’s page read in full; X posts via fxtwitter
Human review
None recorded for this entry. What the editor does
Version
Last saved 24 October 2026

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