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Cover image for the 25 October 2026 Signal: Trained from scratch on human speech alone, Block's Dessa runs full-duplex speech-to-speech locally on a MacBook Pro.
THE SIGNAL · 25 OCT 2026 · 9 MIN READ

Block's Dessa learns from human speech alone and runs on a MacBook Pro

Block's research lab unveiled Dessa, a full-duplex speech-to-speech model trained from scratch, which it says runs on a laptop. Elsewhere, coding agents get a manager view and home humanoids get a price.

KI Koda Editorial · Updated 03:18 GMT · 23 sources
AIVOICEROBOTICS
32 of 37 figures cited16 receipts in the register
  1. $20,0001The Verge, via Superhuman
  2. $2002The Verge, via Superhuman
  3. $25B3Reuters
The register
Lead Story

The day's defining move.

Model Release · TechCrunch
Lead storyModel Release 24 OCT 2026
Model Release·TechCrunch·24 OCT 2026

Block's Dessa model trained only on human speech

Block's research lab unveiled Dessa, a full-duplex speech-to-speech model trained from scratch on human speech alone. It runs locally on a MacBook Pro with an M4 Max and trained on one NVIDIA GB200 NVL72.

Why it mattersKeep voice agents on current speech-to-text pipelines until Block opens Dessa beyond its safety-tester program; Block has given no public access date or benchmark.

Continue reading
Markets

The S&P 500 fell 0.52% while WTI crude jumped 3.82%, leaving oil as the only listed asset to gain on the session; the crypto Fear & Greed index sat at 54 (Neutral).

Wild Card

Meta is handling two separate pressures at once: a New Mexico jury ordered it on October 21 to pay $25 billion3 for misleading consumers, and its updated AI terms now take effect November 20, three weeks after the original October 30 date.

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Today's Signal Short

Visual

Intelligence map

Markets

6 levels at the close.

Market TerminalLAST CLOSE 23 OCT 2026 · READ 2026-10-25 · Yahoo Finance
S&P 500 7,623.6810 -0.52%10 6D, window short 7,623.68 low / 7,757.17 high
Nasdaq 25,955.3411 -0.21%11 6D, window short 25,955.34 low / 26,702.86 high
Bitcoin $80,880.7312 -0.24%12 6D, window short $80,880.73 low / $84,011.97 high
Ethereum $2,366.4813 -0.74%13 6D, window short $2,366.48 low / $2,470.77 high
Crude Oil (WTI) $103.2714 +3.82%14 6D, window short $97.15 low / $103.66 high
Crypto Fear & Greed 54 / 10015 Neutral 0 to 100 index 25 fear / 50 neutral / 75 greed · alternative.me
Today's Focus

What else the day turns on.

01

Websites Block Deep Research Agents

The Rundown argues AI deep research tools are not getting dumber: more websites now block or charge the agents these tools send out, so each report draws on a shrinking slice of the web.

02

Warhound Plans Engineered War Dogs

Texas-based Warhound came out of stealth backed by Colossal Biosciences founder Ben Lamm and Anduril founder Palmer Luckey, with a plan to genetically engineer war dogs for the U.S. military and law enforcement. The company intends to collect cells from elite military, police and first-responder dogs.

Deep Dive

Today's editorial.

All editorials
Deep Dive cover image: Block Trained Voice AI on One Rack
Deep Dive6 min read

Block Trained Voice AI on One Rack

Read full analysis
The Wire

2 stories from 2 desks.

Lead carried above
Policy·The Verge·23 OCT 2026

Meta Delays Its Updated AI Terms by Three Weeks

Meta's updated AI terms were set to take effect October 30; the effective date is now November 20, according to Shattered.io.

Why it mattersMark November 20 against your own data-use review: firms whose staff use Meta AI tools have three extra weeks to check what the new terms permit.

Read
Policy·Reuters·21 OCT 2026

Meta Loses $25B3 Privacy Trial in New Mexico

$25 billion3 is what a New Mexico jury ordered Meta to pay on October 21, after finding the company misled consumers, according to Reuters.

Why it mattersCompanies training AI on customer data should audit their privacy disclosures now, since a jury has priced consumer deception against Meta at this scale.

Read
The Globe

2 stories off the AI beat.

Conflict·Reuters·24 OCT 2026

Missile Debris Falls in Mecca After Houthi Strikes

Earlier this week the US ordered embassy families out of Saudi Arabia; on Saturday Riyadh said parts of two ballistic missiles fell in Mecca as the Houthis claimed hits on oil sites and airports.

Why it mattersStaff and travelers with Saudi Arabia plans should expect flight disruption and tighter security, as the Houthis claim hits on airports and the US has already pulled embassy families out.

Read
Also on the globe
  1. ReutersBolsonaro Narrowly Led Lula in Final Brazil Polls
The Lab

Tool of the day, researched.

All Lab reports
Devin Desktop home page, captured for the 25 October 2026 Lab report Tool of the day 6.816/ 10
Coding

Devin Desktop

Windsurf now ships as Devin Desktop, and the pitch is simple: hand separate tasks to separate agents and review the pull requests as they land.

Devin Desktop takes the editor Windsurf users know and wraps it in a manager view for several agents at once, running locally or in Devin Cloud, with Cognition's SWE-2 model and frontier models from other labs on paid plans. A Gartner Peer Insights reviewer writing on Sep 1, 2026 rated it 4.0 for daily development work, which fits what is known so far: it handles scoped, independent tasks credibly. Cost under heavy parallel load is the open question, so adopt it if your backlog splits cleanly and you are willing to watch usage.

Capability 7.5
Ease 7.0
Value 6.5
Momentum 5.5

If cloud AI doesn't matter to you, pay the $20 for Devin Desktop, which is really Windsurf, and keep using it the way you always have.Paraphrased · Reddit r/windsurf

Read the Lab report Try it
Also on the radar
Productivity

Happycapy: an agent-native computer that executes tasks

Happycapy is an AI workspace built to carry out work, and Product Hunt reviewers rate it 4.7 from 38 reviews, praising its practical approach to automation and deployment. It needs no setup and runs in the browser and on mobile through a point-and-click interface. Start on the free tier with one recurring chore, such as compiling a weekly report, and see how far it gets before you need to step in.

Try it
Creativity

Yahini: AI agents that plan and run your content strategy

Yahini is a content operations platform whose AI agents learn your business, then automate strategic planning and execution. It starts with strategy and moves to production, which suits small teams that publish often but lack a dedicated strategist. Feed it your product positioning and audience first, then review the plan it proposes before you approve any drafts.

Try it
Build

Google AI Studio: prototype with Google's models in the browser

Google AI Studio is an online workspace for testing Google's models on image generation, code and other tasks, built for users at every skill level. Use it as a sandbox to compare prompts and settings before you write integration code. When a prompt works reliably, export the configuration into your own app and skip the trial and error in production.

Try it
Mindset

MyFit AI: a training plan matched to your fitness level

MyFit AI builds a personalized fitness program from your age, gender, fitness level and training experience. Answer its intake questions honestly, especially about experience, because the plan scales intensity from those answers. Treat the result as a starting template, and regenerate it every few weeks as your baseline improves.

Try it
The Arena

2 labs moved this week.

  1. AnthropicAnthropic made its managed Claude Platform generally available on Google Cloud, with native IAM and billing support. aiimpacthub.com · 25 OCT 202601
  2. OpenAIOpenAI published the second part of its engineering account of scaling online storage to serve more than 1 billion ChatGPT users. openai.com02
Builder Radar

One paper, read at the source.

Primary sources, pulled by index
Paper of the day

Monsoon: Scalable Spontaneous Speech Collection for Low-Resource ASR in 50 Languages

Shobhit Banga, Manas Dhir, Aaditya Pareek et al. · arXiv 2026-10-19

For most languages, automatic speech recognition (ASR) is limited less by model architecture than by a lack of accurately transcribed spontaneous speech. We present Monsoon, a framework for collecting such data at scale.

1 a). The Monsoon model is ahead in Gujarati and Telugu and within one point in Hindi, Marathi, and Bengali; only in Tamil does IndicWhisper lead by more. Monsoon therefore matches a model trained on the test sets’ own sources without having seen any of them.
Read the paper

The paper comes from the Firecrawl Research Index: arXiv, indexed in the last 7 days and submitted this month or last, picked for today's lead. Quotes are verbatim.

THE DOJO · BUILD TODAY

Baseline your stack before the next model lands.

  1. 01

    Record your voice baseline. Log current latency, interruption handling and per-minute cost for your voice agent this week. Any local model that Block or others eventually release will then have a real number to beat.

  2. 02

    Audit your research sources. List which sites your deep research agents hit and check which now block or charge automated visitors. Where a report leans on few sources, add a paid feed or a direct source you control.

  3. 03

    Trial a multi-agent manager view. Open Devin Desktop on one small repo and give two agents separate tasks, first locally and then in Devin Cloud. Compare merge conflicts and review time against your single-agent workflow.

The Bottom Line

Own the runtime and the sources it reads.

Dessa points toward voice models that live on your own hardware, while more websites blocking or charging research agents shows that the data feeding any agent is getting less free. Builders who control both the model location and the source list will absorb those shifts best. Meanwhile, tools like Devin Desktop make it easier to run several agents at once, which raises the stakes on what each one can reach. Start by measuring your current voice costs and source coverage so any change can be judged against facts.

Receipts

Every number, and where it came from.

32 of 37 figures cited, 16 receipts: 1 verified, 12 reported, 3 estimated
  1. 01$20,000Tuesday Labs opens $200 reservations for Voxel Series-1, a roughly $20,000 bipedal home robot shipping in 2028The Verge, via Superhuman24 OCT 2026as publishedR
  2. 02$200Tuesday Labs opens $200 reservations for Voxel Series-1, a roughly $20,000 bipedal home robot shipping in 2028The Verge, via Superhuman24 OCT 2026as publishedR
  3. 03$25BMeta Loses $25B Privacy Trial in New Mexico.Reuters21 OCT 202603B search corroborationV
  4. 04$1.2BPalmer Luckey's $1.2B war dog startupFortune, via The Rundown AI22 OCT 2026as publishedR
  5. 05$30 billionOpenAI nears up to $30 billion funding round at $1.25 trillion valuation led by UAE investorsTLDR23 OCT 2026as publishedE
  6. 06$1.25 trillionOpenAI nears up to $30 billion funding round at $1.25 trillion valuation led by UAE investorsTLDR23 OCT 2026as publishedR
  7. 07$15 billionDeepSeek reportedly raises $15 billion to challenge US AI labsTLDR23 OCT 2026as publishedR
  8. 0860%OpenRouter: open-weight models carry about 60% of weekly tokens but only 26% of spendingOpenRouter, via TLDR23 OCT 2026as publishedE
  9. 0926%OpenRouter: open-weight models carry about 60% of weekly tokens but only 26% of spendingOpenRouter, via TLDR23 OCT 2026as publishedR
  10. 107,623.68S&P 500 close, -0.52% on the sessionYahoo Finance23 OCT 2026yfinance closeR
  11. 1125,955.34Nasdaq close, -0.21% on the sessionYahoo Finance23 OCT 2026yfinance closeR
  12. 12$80,880.73Bitcoin close, -0.24% on the sessionYahoo Finance25 OCT 2026yfinance closeR
  13. 13$2,366.48Ethereum close, -0.74% on the sessionYahoo Finance25 OCT 2026yfinance closeR
  14. 14$103.27Crude Oil (WTI) close, +3.82% on the sessionYahoo Finance23 OCT 2026yfinance closeR
  15. 1554 / 100Crypto Fear & Greed close, Neutral on the sessionalternative.me25 OCT 2026as publishedR
  16. 166.8 / 10Devin Desktop, Koda score across four dimensions04R dossier25 OCT 202604R dossier scoringE
V
Verified: the stat gate corroborated this figure against an independent search before publication.
R
Reported: the figure is carried as published by the linked source and was not independently corroborated.
E
Estimated: the figure is approximate or hedged, either in the source or by the stat gate.

Method names the computation path behind the row, from a closed vocabulary: as published, yfinance close, 03B search corroboration, 04R dossier scoring, not recorded.

A figure is money, a percentage, a spelled magnitude, a multiple, a rate carrying its unit, a score over its denominator, a thousands separated number or an index close. Bare integers and years are not counted, so a phrase like "over 100 integrations" carries no mark. A chart's own scale line is the axis of the level above it and is counted once, with that level.

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