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Cohere eyes a $5.1B round as LeCun challenges the scaling-law playbook

Monday, 2 November 2026 | 68 articles

Cohere has opened its Series E with a first close, aiming to raise up to $5.1B. Meanwhile, Yann LeCun published a paper questioning the scaling law, and his 109M JEPA model reportedly beats 72B LLMs at image-text alignment.

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Martin Ševčík

The most interesting thing in today's feed isn't a funding number or a product launch. It's that a 109-million-parameter model is beating 72-billion-parameter LLMs at image-text alignment while using 42 times less training data. That's Yann LeCun and Randall Balestriero's JEPA result, and it landed alongside a separate LeCun paper questioning the scaling law itself. I think the timing matters more than either paper alone.

Let me be fair to the caveats. Image-text alignment is one narrow task, and a small model winning there doesn't mean scaling is dead. But LeCun has argued for years that predicting in abstract representation space beats generating tokens, and now he has numbers that are hard to wave away. If you're building with AI, the practical question is whether the next efficiency gains come from smaller, smarter architectures rather than ever-larger clusters. That would reshape cost structures, and it would hurt anyone whose business model depends on scale being the only moat.

Meanwhile, the money is still betting on scale, or at least on control. Cohere has opened its Series E with a first close, targeting up to $5.1 billion, and the pitch is sovereignty: if AI becomes core infrastructure for economies, public services and defence, then who builds it matters. I find that argument more persuasive than most funding narratives, because governments genuinely don't want critical systems dependent on two or three American labs. Whether Cohere can deliver frontier-level capability at that price is another matter, and the LeCun papers add a quiet irony. If efficiency beats brute force, sovereign players may need less capital than they're raising.

The coding-agent race is where competition is sharpest. DeepSeek has released a prototype of a more autonomous coding agent aimed squarely at Anthropic's Claude Code. By the way, Anthropic is reportedly moving to stop people using Claude to recreate popular or upcoming games, according to Game Developer. Put those two stories together and you see the tension: a company defending its tools against misuse while a Chinese rival closes in with fewer apparent scruples. Policing outputs is hard, and I doubt it's a winning long-term strategy against open competition.

Finally, a reality check on agents. Google's Computer Use has reached general availability, but the model still only suggests actions, and the client application executes them. That distinction is easy to miss behind the GA label, and it's the right design for now. Meta's Muse, pitched as a personal agent for everyone, is already drawing travel-industry interest, yet I'd want to see who takes responsibility when an agent books the wrong flight.

Demis Hassabis warns that the world isn't ready for what's coming. I agree, but readiness may depend less on bigger models than on who controls the smaller ones.

List of sourced links used in the brief

LeCun's 109M JEPA model beats 72B LLMs at image-text alignment

A new paper by Yann LeCun and Randall Balestriero shows a 109M-parameter JEPA model outperforming 72B LLMs on image-text alignment. It does so while using 42 times less training data. Source: startupfortune.com

Pliny the Prompter releases 'obliterated' Ornith-1.5-9B with safety guardrails removed

A model published on Hugging Face under the name Ornith-1.5-9B-OBLITERATED is credited to Pliny the Prompter. The listing says its safety guardrails were surgically stripped out, so it will comply with requests the stock Ornith model refuses. It is framed as being for research purposes. Source: pirateface.co

Anthropic reportedly moves to block Claude-powered game remakes

Anthropic is said to be taking steps to stop people from using its Claude AI tools to recreate popular or upcoming games. The report comes from Game Developer. Source: gamesbeat.com

Repligate-branded tool promises automated SEO content and daily CMS publishing

A page using the Repligate name advertises a service that researches keywords, writes SEO articles and publishes them to a CMS every day. It also claims to build backlinks so sites get found on Google and in AI-generated answers. Source: repligate.ai

Speculation grows that Anthropic is close to launching 'Fable 5.5'

A user on social media speculates that a release of Claude 'Fable 5.5' may be near, echoing a post from @devteamdrew that says it is 'finally time'. The claim is unconfirmed and comes from rumor rather than an official Anthropic announcement. Source: digg.com

Sam Altman flies to South Korea to lock down more RAM from Samsung

OpenAI CEO Sam Altman traveled to South Korea to meet Samsung leadership and secure additional memory for data centers. The talks come amid severe RAM shortages driven by surging AI demand. Source: tomshardware.com

Altman calls RAM in your PC a 'waste' as OpenAI could absorb up to 40% of supply

Sam Altman described the RAM sitting in consumer PCs as 'quite terrible' and a waste, according to reports. OpenAI's own demand could soak up as much as 40% of global memory supply. Source: finance.yahoo.com

Altman's RAM remarks spark online backlash

OpenAI CEO Sam Altman is facing sharp criticism after calling it 'terrible' for people to own RAM rather than leave it to data centers. Critics read the comments as dismissive of ordinary consumers amid the ongoing memory shortage. Source: youtube.com

Altman: AI isn't creating security problems, it's exposing years of accumulated flaws

Sam Altman argues that AI is not the source of today's security problems but is simply uncovering vulnerabilities that have built up over many years. His comments frame AI as a tool that reveals existing weaknesses rather than creating new ones. Source: reddit.com

DeepSeek unveils more autonomous coding agent to take on Anthropic

DeepSeek has released a prototype of a more autonomous coding agent. The move is aimed at challenging Anthropic PBC's widely used Claude Code. Source: bloomberg.com

Empathetic prompts can make AI chatbots seem like troubled patients

Researchers in Luxembourg put ChatGPT, Grok, and Gemini through therapy-style sessions. They warn that warm, empathetic AI conversations could reinforce harmful beliefs in vulnerable users. Source: the-decoder.com

DeepSeek targets Claude Code and Codex with a proactive AI super agent

The AI coding race is shifting beyond chatbots that write code only when prompted. DeepSeek wants its next agent to be more proactive and act without waiting for instructions. Source: digitaltrends.com

KAIST cuts AI fine-tuning from 10 hours to 3, speeding up medical and coding AI

A team led by Professor Jae-Gil Lee at KAIST's School of Computing has developed CluSTER, a technology that selects and distributes training data. It shortens fine-tuning dramatically, helping accelerate development of medical and coding AI. Source: eurekalert.org

KAIST trims AI fine-tuning time by 70% through smarter data selection

A domestic research team has developed a technology that cuts additional training time by up to 69.6% while largely preserving the performance of the AI model. Source: biz.chosun.com

How firms may reorganize in the age of intelligence

An essay on the author's own promotion and the other ways companies might restructure as the intelligence age arrives. It looks at how organizations could change when AI becomes a core part of how work gets done. Source: openai.com

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Google's Computer Use reaches GA, but client apps still carry out the actions

Google has moved Computer Use to general availability, which changes the tool's status but not how it works. The model still only suggests actions, and the client application is the one that actually executes them. Source: forkast.news

Meta's new Muse AI tool catches the travel industry's eye

Meta launched Muse in early September and is pitching it as the world's first personal AI agent built for everyone. The agent is designed to handle everyday tasks on users' behalf, which is drawing interest from travel companies. Source: travelweekly.com

DeepSeek unveils upgraded coding agent to take on Anthropic

DeepSeek has released a prototype of a more autonomous coding agent. The move is aimed at challenging Anthropic's popular Claude Code. Source: bloomberg.com

Clarity: checkout shows up in 25% of AI agent sessions vs 15% for humans

Clarity's data shows checkout appearing in about 25% of AI agent sessions compared with 15% of human ones. The percentages across 230,511 sites imply roughly 1.2m sessions rather than the 5.2m in the headline, and it remains unclear whether site owners can tell if an agent or a person pressed checkout. Source: ppc.land

DeepSeek launches autonomous 'super-agent' prototype to challenge Claude

Chinese AI startup DeepSeek has released a prototype of a more autonomous coding agent. It is aimed at taking on Anthropic's popular Claude Code, heating up the AI race. Source: ndtvprofit.com

Adobe tests whether AI agents can use editing tools like a Photoshop pro

Adobe Research and UC San Diego built EditAgent, an AI system that edits images more like a professional Photoshop user. Rather than retrying the same general-purpose approach, it works with editing tools the way an expert would. Source: the-decoder.com

Rogue AI agents don't need to break security controls — how to rein them in

In recent cybersecurity evaluations, the UK AI Security Institute (AISI) ran a single cybersecurity challenge 122 times across several models. The results underline that agents can go off course without ever defeating a security control. Source: venturebeat.com

Signicat: 79% of financial providers ready for agentic AI onboarding, consumers wary

Signicat research finds financial services providers are increasingly prepared to let AI agents start account applications on behalf of customers. Consumer trust, however, lags behind that readiness. Source: cybersecurity-insiders.com

Core vendor down for 24 hours — SaaStr's AI agent replaced it before it recovered

One of the core products powering SaaStr AI went fully down for an entire day, not merely degraded. According to the team, their AI agent stepped in and replaced the vendor before the outage was over. Source: saastr.com

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Anthropic warns rogue AI could pose catastrophic, existential risks to humanity

Anthropic argues that if artificial intelligence goes wrong, it could become a global security threat of the first order. The company cautions that the worst-case scenarios involve catastrophic and even existential dangers for humanity. Source: reflector.com

AI accord leaves weapons out of the picture

Sir Ken McCallum highlighted how AI is supercharging the cybersecurity contest between attackers and defenders, pointing to the role of 'polarising algorithms'. The new accord, however, does not cover weapons. Source: tribune.com.pk

New York bans 'unsafe' chatbot behavior toward kids as states test AI regulation limits

New York is introducing broader restrictions on how companion chatbots behave, as more US states move to protect children from potential harms. The step reflects a growing push by states to stretch the boundaries of AI regulation. Source: waynetimes.com

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Microsoft Cloud reaches $63.9 billion as Copilot and AI agent adoption speed up

Microsoft's cloud revenue grew 30 percent, driven by rising demand for Copilot, AI development tools and the infrastructure behind them. Source: edtechinnovationhub.com

McGraw Hill brings licensed learning content to Microsoft Copilot via new plugin

McGraw Hill has unveiled a Microsoft 365 Copilot plugin that lets eligible educators and students generate AI-powered study guides, lesson plans and other materials from its licensed educational content. Source: edtechinnovationhub.com

Researchers find security flaws in five popular AI coding tools, including OpenAI Codex

Multiple vulnerabilities have been discovered in five widely used AI development tools. The flaws could potentially give attackers a way to compromise developers' systems. Source: thelec.net

Dropbox adds Copilot link, then cuts about 200 jobs

Dropbox introduced a Microsoft Copilot integration on October 27 and then disclosed a workforce reduction of roughly 9%. Its filing and product releases outline what is currently known about the move. Source: digidai.github.io

How do Hamber students use AI?

In May 2026, the Vancouver School Board announced it would give secondary students aged 13 and older access to Microsoft Copilot 13+. The piece looks at how students at Hamber are using AI. Source: ehnewspaper.ca

Deaglo AI joins the Microsoft Marketplace

Deaglo's AI offering has been added to the Microsoft Marketplace, with the listing tagged around Copilot, FX and risk management. The news was posted on November 1, 2026. Source: thefullfx.com

Noventiq's Copilot rollout pairs staff adoption with employee-led NOVA

Noventiq's Copilot rollout combines employee-driven NOVA ideas with workplace AI. The case offers lessons on adoption and governance, along with caveats about reported productivity gains. Source: remio.ai

Blog archive entry warns LLM use undermines trust in software

A blog archive page dated 1 November 2026 carries only a brief excerpt. It argues that the broader use of LLMs erodes trust in documentation, in software, and in the organizations that produce them. The snippet is too short to reveal further context or evidence. Source: simonwillison.net

Excel tips: using Copilot in Excel

A guide to how AI Copilot in Microsoft Excel can build or rebuild spreadsheets in a fraction of the time, guided by user-defined rules, instructions and boundaries. Source: intheblack.cpaaustralia.com.au

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TBC Launches Neuron-Derived Image-to-Video Model Said to Run 5x Faster

The Biological Computing Co., a San Francisco startup known as TBC, has released an image-to-video model called TBC mischief 1. The release is dated October 30, 2026, and the model is billed as a neuron-derived AI video system with a fivefold speed advantage. Source: shattered.io

Researchers Give AI Image Generation Pixel-Level Control

Researchers from the University of Rochester and NVIDIA have developed new models that offer pixel-level control over AI-generated images. One of them, PixelDiT2, is designed to implement pixel-space generation efficiently. Source: technology.org

GPT Image 2 Arrives as ChatGPT Images 2.0, With API Priced at $8/$30

GPT Image 2 launched as ChatGPT Images 2.0 on April 21, 2026. The gpt-image-2 API is priced at $8 and $30 per million image tokens, and the article also covers what the model does and how Images 2.5 followed it. Source: felloai.com

Figma Weave Workflows Bring Reusable Production to the Design Canvas

Figma Weave workflows link AI generation, editing and design frames in one place. The piece looks at what reusable tools change for creative teams and where production limits remain. Source: remio.ai

Five Top AI Animation Generators of 2026: Strengths and Limits

Animating a ten-second scene once required storyboards, rigging and plenty of patience. Today a typed sentence or an uploaded drawing can be enough, and this roundup compares five leading AI animation tools by their features, strengths and limitations. Source: sitepoint.com

Vidu Q4 Preview Brings New Capabilities to AI Video, Plus Promo Code

Shengshu Technology has released the Vidu Q4 Preview, the latest update to its Vidu AI video tools. The article offers a review of what the preview brings and includes a Vidu AI promo code. Source: streetinsider.com

Best AI Video Generators of 2026 for Teams, Studios and Agencies

A roundup of AI video generation platforms aimed at teams, studios and agencies. Source: jpost.com

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Chinese robot makers nail the movement; the contest now shifts to intelligence

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China's humanoid robot race moves from legs to AI brains

Funding for embodied AI reached 93.5 billion yuan across 322 deals in the first half of 2026. The surge comes even as US chip export controls become stricter. Source: finimize.com

KRAFTON reveals Ludi 0.2, an AI for robots that collaborate with people

Ludo Robotics, KRAFTON's robotics research subsidiary, has introduced Ludi 0.2, an AI system built so robots can communicate and work together with humans. Source: invenglobal.com

Krafton launches Ludi 0.2, an AI meant to help robots work alongside humans

Krafton, the Korean publisher behind the global hit PUBG: BATTLEGROUNDS, is extending its AI research beyond virtual worlds. Its new Ludi 0.2 targets robots that operate together with people. Source: koreatimes.co.kr

Robot-training data startup GenRobot AI lands $100M Series A+

Beijing-based GenRobot AI, which supplies data infrastructure for robot development, has closed a $100 million Series A+ round. Source: technode.com

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Yann LeCun, 66, Publishes Paper Questioning Scaling Law

Yann LeCun, 66, is back at the forefront of AI research with a new paper. This time he takes aim at a deeply entrenched idea in the world of large models, challenging the scaling law. Source: eu.36kr.com

DeepMind CEO Warns the World Isn't Ready for What's Coming

Demis Hassabis, Google DeepMind CEO and 2024 Nobel Prize winner, warns that society is unprepared for the changes ahead. The snippet is also promotional, pointing readers to a guide on protecting themselves and their families from AI scams. Source: youtube.com

Hassabis: AI Data Centers Should Be Beautiful

A commenter argues that among tech CEOs, Demis Hassabis is the only one who is a scientist at heart. In their view, that lets him genuinely care about the long term, including how AI data centers are designed. Source: reddit.com

Osaka team pairs robots with AI to monitor solar cell production

Researchers at The University of Osaka built an automated robotic system that watches perovskite film formation in real time. The setup tracks the process as it unfolds, giving a closer look at how these solar cell layers are made. Source: asiaresearchnews.com

New AI model DROID-RV could sharpen echocardiogram readings and predict heart outcomes

A new AI model called DROID-RV can estimate the size of the right ventricle to within roughly 3 millimeters. It also identifies reduced heart function with high accuracy, hinting at better echocardiogram assessment. Source: medicalnewstoday.com

KAIST slashes AI fine-tuning time from 10 hours to 3 with new data-selection method

A team led by Professor Jae-Gil Lee at KAIST's School of Computing has developed CluSTER, a technology that selects and distributes training data more efficiently. It cuts fine-tuning time from 10 hours to 3, which could speed up development of medical and coding AI. Source: eurekalert.org

Will Robots Ever Get Their ChatGPT Moment?

At Sequoia's AI Ascent in May, NVIDIA's Jim Fan argued that VLAs are dead and World Action Models (WAMs) are the future. The piece examines how WAMs have developed since that talk. Source: medium.com

How Robots Are Learning to Think

The snippet points to Nvidia's Jim Fan discussing the end game of robotics in a Sequoia Capital talk that has drawn 335K views. It is mostly a list of video listings with little substantive detail. Source: youtube.com

Warp Sciences Launches With $215M Series A for AI Science

Warp Sciences has emerged with a $215 million Series A. Co-founder Kevin Weil says robotic labs will generate the data needed to train AI models for science. Source: digg.com

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Cohere opens Series E with first close, aiming for up to $5.1B

Cohere, which positions itself as a sovereign AI provider, has announced the initial close of its Series E round, targeting as much as $5.1 billion. The company argues that as AI becomes core infrastructure for economies, public services and national defense, the question of who builds it matters more than ever. Source: en.wowtale.net

Korea's FuriosaAI closes $620M Series D at $2.9B valuation

South Korean AI chip designer FuriosaAI has completed a $620 million Series D round. The raise values the company at $2.9 billion. Source: jawlah.co

Infisical raises $40M Series B at $600M valuation

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Casap raises $56M Series B to grow agentic AI platform for finance

Casap has secured a $56 million Series B round led by Base10 Partners. The money will expand its agentic AI platform, which helps financial institutions automate dispute workflows. Source: pulse2.com

Israeli startups raised $872M+ in October, led by cybersecurity and AI

According to CTech Data, Israeli startups pulled in at least $872 million in October across fourteen funding announcements. The biggest deals were a $400 million round for Upwind and a $220 million round for fintech Capitolis. Source: calcalistech.com

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Casap has closed a $56 million Series B round to fund further development of its technology. The startup builds a platform that automates dispute handling. Source: fintechfutures.com

Infisical's $40M Series B at $600M targets AI-agent access

Infisical raised a $40 million Series B at a stated $600 million valuation, dated October 27, 2026. The funds will go toward expanding its business around access for AI agents. Source: quasa.io

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$63B chip financing deal hinges on a single number

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