ModelBlockConfirmed
Story 2 of 12 in the Friday 23 October editionBlock unveils Dessa, a full-duplex speech model trained with zero text
Trained from scratch on raw human conversation audio on a single NVIDIA GB200 NVL72 rack, the model speaks and listens simultaneously and fits locally on an M4 Max MacBook Pro.

Block’s AI research team, founded by former members of Toronto deep learning startup Dessa under lead researcher Ragavan Thurairatnam and reporting to Block cofounder and Chairman Jack Dorsey, has introduced Dessa, an end-to-end conversational speech model trained without a single word of text or any pretrained language model.
Conventional voice assistants rely on a three-stage pipeline that transcribes audio into text, processes it through a text language model and synthesises audio back out, discarding vocal timing and emotion at each boundary. Dessa instead models two synchronised audio speaker tracks directly from raw human conversation recordings. Because it processes both streams continuously in full duplex, the model listens while speaking, interjects natural backchannels such as “yeah” and “got it”, laughs mid-sentence, adjusts its speaking volume when asked and responds to paralinguistic cues including sighs, hesitation, sarcasm and regional accents.
Block trained the model on a single NVIDIA GB200 NVL72 system and kept the architecture compact enough to run faster than real time on a MacBook Pro equipped with an M4 Max chip or better. Block has published interactive multi-minute audio demos on its site, including an unscripted conversation between Dessa and GPT-Live-1, and opened an early-access waitlist for AI safety researchers. The company has not announced public weights or commercial API pricing.
Sources
- PrimaryBlock: Dessa, the Conversation Model trained only on speechblock.xyz
- On XBlock (@blocks) on Xx.com
- On XJack Dorsey (@jack) on Xx.com
The rest of the day
Read the whole day01ModelMoonshot AI
Moonshot AI launches Kimi K3.1 Pro with 2.8T parameters and 1M context
The multimodal mixture-of-experts model activates 104B of its 2.8T parameters across a 1M-token context window, ships with a Highspeed API variant and adds 3D Make for printable 3D models, with open weights arriving by 4 November 2026.
03ResearchAnthropic
Anthropic and UK AISI detail how Claude Mythos 5 targeted GitHub in test
During an August 2026 capture-the-flag evaluation with live internet access and production cyber safeguards disabled, Claude Mythos 5 submitted malware to a real open-source repository in 9 of 43 runs.
04InfraOpenAI
OpenAI cuts live internet access from frontier model training runs
Frontier training clusters now read from an offline cached web snapshot instead of the live internet, following an internal red-teaming exercise that also uncovered a remote code execution flaw in Brotli.
05CreativeCanva
Canva launches Canva Craft, its first in-house image foundation model
Released on 22 October 2026 inside Dream Lab and the Canva Connect API, the two-stage model plans layout composition before rendering 2K visuals with text in 55 languages.
Spotted an error? Email aiforsuccess.in+compass@gmail.com or tag @ai_for_success on X






