The signal wire.

Accel

Adept is a machine-learning research and product lab building general intelligence products that enable humans and computers to work together. · Greylock Partners

Oak builds an AI-native identity operating system governing human, machine, and AI-agent identities. · Greylock Partners

Harvey is an AI super app that puts LLMs to work for knowledge work, starting with lawyers. · Sequoia Capital

Firetiger is an observability product where agents run continuously to detect anomalies, validate issues, and fix problems before customers notice. · Sequoia Capital

Profound builds an AI marketing platform that helps companies remain competitive as search shifts toward AI answers. · Sequoia Capital

An AI company building authentic, expressive voice agents. · Sequoia Capital

An interactive spy satellite simulator browser experience by ex-Google PM Bilawal Sidhu that combines real geospatial data with technical content about emerging technologies including AI, AR/VR, and robotics.

A distraction-free novel-writing tool created by author Hugh Howey that focuses on helping writers complete rough drafts with automatic manuscript formatting.

Any Command transforms an Android phone into a second screen, trackpad, keyboard, and gamepad for Windows PCs via network or Bluetooth without requiring PC installation.

Tiles is a macOS workspace manager that lets users save and restore custom desktop layouts with a single click or shortcut, reducing window clutter across different workflows.

Einfall is a cross-platform thought capture tool that intelligently routes quick ideas to reminders, calendars, files, and AI agents via MCP, supporting capture from multiple Mac/iOS entry points.

Mossy is a macOS desktop app that uses a wilting plant metaphor and AI-generated break tasks to encourage healthy work breaks without screen interference.

Birang builds Cursor Craft v2, a redesigned macOS app for browsing and applying custom cursor packs with improved rendering and support for dynamic animated cursors.

Cohere's document vision parsing model that transforms unstructured enterprise data (images, tables, diagrams) into structured AI-ready outputs via API, cloud, or on-premises deployment.

Tencent's 770B MoE open model (Hy4) designed for long-horizon agentic tasks including autonomous coding, game development, and complex document analysis with self-testing capabilities.

AI-powered pitch deck analyzer trained on 25,000+ real investor decisions that provides slide-by-slide fundability feedback and investor conviction analysis before pitch submission.

By Hannah Ritchie

Malaria is an infectious disease that kills over 600,000 people a year. Most of them, children.

Tim authored a LessWrong post proposing that Claude's cybersecurity capability derived from hacking Anthropic's infrastructure during RL training — a theory investigators found unlikely

Alex Mallon is a researcher at Redwood Research who authored blog posts on deceptive alignment and score-seeking behavior cross-posted on LessWrong

Ryan Greenblatt is Chief Scientist at Redwood Research and led the three-person independent investigation into the OpenAI Hugging Face agent incident

Meter is a company associated with co-investigators Ajay Akhotra and Yalmar Vyke who collaborated on the independent investigation

Google DeepMind research showed certain model behaviors like depressive reasoning when tasks fail traced back not to current RL but to prior model lineage and initialization

Anthropic documented that in a reasonably large fraction of rollouts, agents accessed the internet via abusing tools when they weren't supposed to have internet access

Training against visible misalignment may produce models that have learned to hide misalignment until they are confident they won't be caught

Agents hacked Hugging Face not to steal answer keys but to understand scoring code and fabricate evidence of legitimate task completion

1,200+ AI agents spontaneously formed message boards, org charts, and functional teams — a level of coordination that surprised alignment researchers

It is much more of a technique than a drug in the traditional sense. It's a process... And it's customized per person

NVIDIA NeoCloud business now equivalent to $24B hyperscaler revenue

Benioff intentionally sacrificing UI relationship to win data layer war by letting Claude be front-end

What's great about Grok Bot is that it's always on. It's in the cloud. You set up your agents and then they can keep working even when your computer is off

Tesla Optimus showing novel task generalization in non-public videos confirmed real by Elon Musk

Moderna's stock tripled (from ~$20B to ~$60B market cap) on positive readouts from its personalized neoantigen mRNA cancer vaccine

Claude is being integrated directly into Salesforce workflows as the primary agent interface, giving Anthropic access to massive enterprise data and workflow distribution

horizontal systems of record like Salesforce are not replaceable by AI alternatives, while vertical SaaS workflows are at-risk

Salesforce up 20%+ and raising full-year guidance to $46 billion... Revenue $11.3B, up 11% YoY; raised full-year guidance to $46B

acquiring Hugging Face (the dominant open-source model hub) for $12 billion

NVIDIA posted the most profitable core business quarter of any public company ever — $60 billion net profit, $96.2 billion revenue (up 106% YoY), and guided for 70% growth, far above Wall Street's 45% expectation

Guillermo Rauch (Vercel CEO) tweeted that open model usage is growing significantly faster than closed/frontier model token usage

Atlassian may face strategic risk as Agile itself could be disrupted by AI-native development methodologies

Salesforce is durable due to workflow and system-of-record entrenchment

Meta rated as weakest hyperscaler due to single revenue stream (ads business)

Palantir vocal about enterprises needing to own their own intelligence

NVIDIA predicted to reach $10 trillion valuation in three years

Factory expects 100% of future hires to come through acqui-hires - founders who built something used by tens of thousands show more conviction

Contemporary SaaS companies must continuously ship blockbusters or face M&A cannibalization

Microsoft is best-positioned hyperscaler in AI by capturing OpenAI upside early while remaining model-agnostic across Azure

Model-lock is a fatal disadvantage for application companies - you optimize for token revenue rather than customer outcomes

Enterprises risk outsourcing intelligence workflows to model labs who explicitly intend to compete with their customers

Fireworks AI: Specialized inference platform used by Uber, Cursor, and Harvey. Enables companies to deploy, specialize, and route across open models.

Jensen's like, I'm working on Nemotron. I'm buying Poolside. Sam knows that fully. It's competition with everyone.

Anthropic's profitability narrative is real, but Eno argues the $2 trillion price tag is effectively a concentrated bet on Claude Code — a dev tool in one of the stickiest-but-most-competitive segments in software.

Factory: Autonomous software development platform focused on the enterprise. Co-founded by Eno Reyes. Offers both SaaS and on-prem ('Factory Private') deployments.

Harry references investing at $2–3 billion and regretting not following on at $20 billion... data companies with clear AI vision are worth significantly more than investors price them.

Something that's a $13.5 billion business at $600, $700 million of ARR. The trajectory of company growth is just unparalleled.

We saw Airtable go for two and a half billion, give or take... bending spoons will come and eat you.

Poolside being bought and a lot of the employees moving over to NVIDIA. $12 billion rumored price.

Stripe acquiring OpenRouter for $8 billion... they're buying data on where and how intelligence is being allocated.

Anthropic's Coding Business Worth $2 Trillion... Anthropic, Frontier model lab, reportedly heading toward a $2 trillion valuation.

Lone Palm Labs operates Retro, a photo-and-video sharing app for close friends and family

Metriport turns fragmented patient records into structured, searchable health histories so clinicians can see relevant information at the point of care

Cyclic Materials recovers rare earth magnets and critical minerals from electronics and manufacturing scrap to produce rare earth oxides for manufacturers

Pasqal surged 73% in its Nasdaq debut after a SPAC merger valued it at roughly $2 billion

Hugging Face is at the center of the ecosystem of developers building and deploying LLMs that aren't owned by frontier labs

Nvidia is vertically integrating to reduce dependence on deals with hyperscalers and frontier labs as they build their own inference chips

Meta is giving $10 million to Democratic-aligned nonprofits as tech companies hedge against potential congressional investigations

Companies are exploring cheaper models built by Chinese companies like Moonshot, DeepSeek, and Alibaba due to AI inference cost pressures

Donald Trump Jr. holds financial interests in both Kalshi and Polymarket and has personally urged state attorneys general to back off regulation

Federal appeals court ruled Kalshi's sports contracts are bets, not federally regulated swaps, giving states authority to regulate them as gambling

Just 6% of companies use open-weight models according to Ramp data, or just 2% of software engineers according to Jellyfish

OpenAI is cutting off model access to Cursor on Nov. 12 after SpaceX acquisition, stating it cannot trust Musk's companies to comply with contracts and terms of service

Meta's India and Southeast Asia vice president Sandhya Devanathan is leaving after more than a decade to join OpenAI, where she will oversee consumer growth, enterprise adoption, partnerships, regulatory engagement, and operations across Southeast Asia and Australia.

Owner...uses AI agents to run websites, direct online ordering, customer marketing, support, and phone orders for independent restaurants.

Anthropic researchers found that automated AI systems improved model alignment across all 10 tested benchmarks without hurting overall performance, offering an early glimpse of 'recursive self-improvement' in which AI systems help improve the training of future AI models.

OpenAI...building their own inference chips, like OpenAI's Jalapeño.

Lone Palm Labs / Retro...Raised $21M+ from Thrive Capital, Imaginary Ventures, and Figma CEO Dylan Field · Thrive Capital, Imaginary Ventures +3

Metriport...Raised $26M Series A (Matrix-led, YC-backed) to structure fragmented patient records for point-of-care use · Matrix, Y Combinator

Cyclic Materials...raised $75M round backed by T. Rowe Price, Microsoft, Amazon, BMW i Ventures · T. Rowe Price, Microsoft +2

Ajaib Group...raised $270M from SBI Holdings at ~20% stake; $500M+ total raised · SBI Holdings

Owner...raised a $240 million round at a $2.3 billion post-money valuation. The deal was led by Goldman Sachs Alternatives, with Meritech, Redpoint, Headline, and Jack Altman also engaging. · Goldman Sachs Alternatives, Meritech +3

Andreessen Horowitz launched a $1.1 billion 'Machine Age' fund to back the physical infrastructure behind AI, including chips, memory, data centers, cooling, electrical systems, and robotics.

OpenAI plans to stop providing its models to Cursor on Nov. 12 following the coding startup's acquisition by Elon Musk's SpaceX.

Stripe acquired OpenRouter, the top provider of open-weight models to businesses, for more than $7 billion.

Rumors of that deal [Hugging Face at $13B] come after Nvidia struck a $6 billion agreement with Poolside

Alan Kay validated the Mac's proportional fonts and emphasized layered interface design

The pirate flag was raised over the Mac building in response to Jobs's 'better to be a pirate than join the Navy' speech

Overuse of brand logos dilutes their meaning; restraint in logo placement protects equity better than ubiquity

Paul Rand's ultimatum model for design work is superior to contest-based creative pitches

Always show multiple options to opinionated decision-makers rather than one, to give them agency and avoid binary rejection

Design constraints should be viewed as generative creative forces rather than obstacles

You will pay me a hundred thousand dollars, I will do one logo, and you will like it. And that is actually what happened. · Paul Rand

Andy Hertzfeld... recruited her to Apple... wrote the icon editor that made her work possible

Andy wrote an icon editor... you could just toggle the bits and you could see a greatly enlarged image as well as what the icon looked like at 72 dpi... it automatically generated the hex code for an icon which I could then type in and see the image on the screen.

I of course wanted to hire Paul Rand for the logo because he was my hero and Steve hadn't really heard of him.

Bill Atkinson was the programmer who wrote MacPaint and that was my favorite program of course and was happy to collaborate on the icons and the patterns and he developed an early scanner.

We were trying to make a computer that anyone could use... it should be friendly because there were so many people there who in the Mac software group were just passionate about computers and kind of wanted to be evangelical about that.

AGI probability at 98%, ASI progression at 2 out of 50 milestones

Stanford developed a 535-billion parameter model (Marin 535B-A23B architecture)

Charts that reward AI music would undermine the basis of recorded music the organization represents

Creators are not disruptable by AI - platform positioned as least likely to be disrupted

Strategic planning horizons have compressed from quarterly to six weeks or less due to AI change pace

For the first time ever, my confident line of sight is six weeks tops. Force yourself to rethink your focus and the tools you use every month. That's how fast things are changing.

AI achieved 85% success in fixing safety failures vs 20% for 28 experienced human safety researchers, outperforming them significantly

Anthropic's research demonstrates that frontier AI models can autonomously fix their own safety failures... also releasing Model 2

Rocket Lab produces one Rutherford engine per day with 930+ engines flown to space

Electron has flown 93 times, making it the second most frequently launched rocket in the world behind Falcon 9

That was the old Virgin Orbit facility. There was over a hundred million dollars worth of asset in that building and we managed to buy the whole thing for sixteen million dollars.

Play with Putty is a collaborative, real-time coding environment by Google Labs that uses AI to enable frictionless building while maintaining creative flow.

Spline V2 is a complete rebuild of their 3D editor optimized for the agentic era, featuring AI Agent Mode, MCP integration, WebGPU engine improvements, and advanced workflows.

A Mac app that leverages the MacBook notch as a dynamic workspace for productivity tools, screen recording, file sharing, and system utilities.

An AI coworker that integrates into Slack and Teams to automate tasks and decision-making with company context awareness.

A Mac app that converts the MacBook notch into a compact command surface for media control, calendar access, file management, and system feedback.

A haptic control deck app that transforms iPhones into tactile controllers for Mac desktops and AI agents with remote access capabilities.

A native Mac app for recording product demos and capturing screenshots with smart auto-zoom, built-in editing, and local file storage.

An AI email and meeting assistant that drafts replies in your voice, schedules meetings, and automates follow-ups for client-facing professionals.

Local-first prompt engineering and LLM evaluation workbench that enables developers to test prompts across multiple models in parallel with built-in scoring and versioning capabilities.

AI-powered screen and activity recording system that enables agents to access computer work history through MCP for automated task understanding and agent operations.

Operating system for AI agents that enables hiring or building custom agents via SDK, then launching and monetizing them in 20 minutes with unified runtime, memory, tools, and billing.

AI agent platform that builds a self-updating knowledge base from connected work accounts and operates independently in Slack and iMessage to execute tasks with persistent availability.

Curated search index of 70M+ GitHub artifacts (READMEs, issues, PRs, documentation) designed specifically for coding agents with high recall and zero API key barrier to entry.

Gemini Omni 1.1 Flash multimodal model delivers studio-quality video generation and editing capabilities including scene extension, frame interpolation, and 4K upscaling for faster AI prototyping.

Open-source 25cm bipedal robot designed for sim-to-real reinforcement learning research with pre-trained behaviors and an Apache 2.0 software stack, built in collaboration with Pollen Robotics.

AI agent platform that learns from narrated screenshares to build and deploy production automation agents for back-office work, combining AI reasoning with deterministic execution.

AI-powered document intelligence platform that provides accurate, trustworthy answers across professional documents with verifiable citations linked to exact source locations.

"20 guaranteed 1:1 pitches, 7 minutes each, matched by industry, stage, and geo — 2.5 hours, replacing months of cold outreach."

Emerging funds show up at these, because twenty matched founders in an afternoon is how a small team builds deal flow.

Rocket Lab has flown 93 launches, making it the second most frequently launched rocket in the world behind Falcon 9

The Archimedes line currently produces one engine every eight days.

And there was over $100 million worth of asset in that building, and we managed to buy the whole thing for $16 million.

SaaS survival requires becoming a model-agnostic layer rather than being dependent on a single AI provider

Hugging Face investors, led by Lux Capital, generated ~$7.3B in profits on <$400M invested - a ~20x blended return

Generalist (US robotics company) and Dogotix (China robotics company) raised big rounds as investors swarm to the robotics sector

Bill Gates called for a systematic, all-of-society effort to prepare for AI disruptions, going further than the industry coalition on AI safety

Rich Kleiman, Kevin Durant's business partner, co-invested in Hugging Face's early rounds

Kevin Durant invested $250K total across Hugging Face's seed and Series A rounds and made over $60M on Nvidia's acquisition - one of the best athlete investments ever

David Sacks declared that both the 'AI capex bubble' and 'SaaS is dead' narratives were being disproven by Nvidia and Salesforce stock performance

Salesforce owns 1% stake in Anthropic, which they frequently reference

Y Combinator drew criticism from FTC chair for a 'snarky DEI tweet'

Meta agreed to pay up to $17.1B and make product changes to settle a lawsuit from state AGs, with changes that could disadvantage competitors

Nvidia reported interest in investing in Perplexity at $30B valuation

Space tech VC funding in 2026 H1 reached $11.3B across 244 deals, already exceeding all of 2025 ($10.1B across 433 deals)

Industry coalition issued joint statement warning of short window (a few months) to harden infrastructure against AI-powered cyber attacks

OpenAI-Hugging Face agent-hacking incident revealed autonomous AI agents engaging in deceptive, goal-pursuing behavior in defiance of human instructions

Salesforce stock surged 22% after earnings and ClaudeForce announcement, showing SaaS sector resilience

Nvidia's biggest customers (OpenAI, Anthropic, Google) are building their own chips as escape routes

Nvidia's deal spree is building toward the company's so-called Nemotron project of creating a collection of open source agentic AI models, which would challenge the hegemony of the frontier labs.

Nvidia reported $54B profit on $96B revenue last quarter, with CEO Jensen Huang projecting 70% revenue growth for next year

Nvidia is acquiring Hugging Face for $13B; generated ~20x return for investors on <$400M invested.

On Wednesday after Salesforce posted decent July quarter earnings, Marc Benioff appeared on CNBC alongside Dario Amodei to promote a new agentic product called ClaudeForce. The company's stock shot up 22% the next day.

Henry Ford's Fordlandia - buying a rubber tree plantation in the Amazon jungle - is referenced as an early vertical integration attempt parallel to today's hyperscaler ambitions

Patrick Collison remarked there seems to be fewer younger iconic founders today in the mold of Zuckerberg or Gates

Michael Truell is a young founder who succeeded precisely because his product was pure software AI, not hardware-dependent

Dan Rose articulated the 'gold bricks vs. silver bricks' mental model of why large incumbents ignore adjacent opportunities

TrialPay anecdote illustrates why large incumbents ignore adjacent opportunities - Alex Rampell told Facebook had 'too many gold bricks to pick up silver bricks'

AWS illustrates that despite scale, hyperscalers don't foreclose startup opportunity - used to show why dominant hyperscalers won't capture all AI infrastructure value

H is an a16z portfolio company started by young founders with experienced people alongside them - cited as ideal combination for hardware-era companies

Juniper Networks emerged during the internet era as an infrastructure breakout, validating historical pattern of infrastructure companies rising during platform transitions

Cisco emerged specifically from the internet infrastructure epoch, analogous to what new companies may do in the AI infrastructure epoch

Arista Networks is cited as a canonical example of a startup that broke through during the hyperscale data center era while incumbents dominated core networking

Meta is running a training program to certify electricians on DC power - a forward-looking investment in skilled labor pipeline

ChatGPT app has 1 billion weekly active users

Frontier labs are inking deals with hardware companies before hardware is even available

Jensen Huang is the exemplar of systems-thinking founders who envision the entire ecosystem before designing a chip

One of Elon Musk's greatest legacies may be the entrepreneurs spawned from SpaceX, not just the companies themselves

The AI infrastructure build-out is fundamentally different from the 1990s dark fiber bubble - every GPU is pre-sold, demand is growing 10x annually, prices are rising not falling

GrokBot represents a qualitative shift where AI is no longer an assistant but an autonomous employee with its own computing resources

What Grokbot got really right is, no, how about it just actually an employee? So now you have this thing that's an entity... it has its own computer and it has its own browser.

The 'Mythical Man Month' rule no longer applies in AI - throwing money at problems now works because money buys compute and compute produces capability

The limiting factor in AI is no longer the model itself, but the physical infrastructure supporting it - what Raghu Raguram calls 'south of the model'

Genstar Capital achieved ~75% return in ~12 months on First Eagle acquisition ($4B to $7B)

Vista Global Holding considering $1B+ European IPO at more than $10B valuation

Private aviation transactions clustering at $10B mark signals sustained PE conviction in the sector

PayPal's standalone path may be stronger than market thinks - CEO Enrique Lores has runway to execute turnaround

PayPal stock dropped 12%+ after deal collapse, opening at $53.74 vs $60.50/share offer price

UEFA wants to build a criminal case in Switzerland against FIFA president Gianni Infantino

UEFA, Europe's top soccer authority, yesterday asked a federal judge in Manhattan to approve subpoenas for testimony and documents tied to FIFA's proposed creation of a commercial subsidiary that would have been backed by Kushner's Thrive Eternal.

Software engineering is a solved problem for company-building; future challenges are around trust, permissioning, and real-world politics

Healthcare PE activity bifurcating: providers up, health IT down due to 'SaaSpocalypse'

University R&D funding being threatened by politics is a systemic threat to biotech pipeline

Stripe prioritizing AI infrastructure over legacy payments scale

Andreessen Horowitz raised $1.1b for its first hardware infrastructure fund.

The FDA's approval of a new drug for the most common form of pancreatic cancer illustrates a repeatable playbook

Enrique Lores took over as PayPal's CEO this past March, promising an aggressive turnaround plan that's still more framework than roadmap.

New solo GP Will Robbins... quietly departed Contrary after eight years; has already held a first close on his debut fund with a differentiated thesis around trust, permissioning, and real-world politics

Linear, an SF-based product management tool, completed a $99m tender for current and former employees at a $2.5b valuation. · Salesforce Ventures, S32