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Business

Global VC Hits $698B Through Q3🌍, AI Benchmarks Chase the Wrong Goals🎯, Agents Work 6 Hours per Human Hour⏱️

Cameron Hayes
Last updated: October 25, 2026 4:30 pm
Cameron Hayes
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Another week, another pulse check on Tech.

From top insights and reports to new funds, VC jobs, resources, and the hottest deals, here’s everything you need to stay ahead 👇


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In-Depth Insights 🔍

  • Free 10-Minute GTM Audit 🚀 (1 minute read)

    HubSpot for Startups turned lessons from helping 35,000+ startups into a free 10-minute go-to-market diagnostic. It scores pipeline, messaging, content, competitive position and social visibility, then returns a prioritized fix list and a 90-day roadmap. [HubSpot]

  • Startups Can Access $3M+ in Credits, Grants and Discounts 💳 (4 minute read)
    Twenty-eight startup programs add up to more than $3M in credits, grants and discounts. Ramp leads with $350,000+ in perks and Google Cloud offers up to $350,000 in credits, alongside AWS, Stripe Atlas, ElevenLabs and a free year of Claude Team.

Graphic showing more than $3M in startup perks, credits, grants and discounts across 28 startup programs

  • GR Angel Backs 53+ Startups That Have Raised $1.2B+ 🤝 (8 minute read)

    GR Angel, the angel investing partnership of and , has backed 53+ companies since 2025, 42 from Y Combinator, that have raised $1.2B+. Its first exit, a YC AI startup, went from about $100K a year to $7M ARR in 12 months before selling to a major AI lab.

  • AI Benchmarks Are Steering Models Toward the Wrong Goals 🎯 (20 minute read)
    Reinforcement learning pushes models toward whatever a benchmark scores highest, so a flawed test trains the wrong behavior. A review of Terminal-Bench 4.0 found scoring defects in 45.5% of its tasks, and OpenAI called SWE-bench Verified unreliable in February 2026. Weigh expert human preference data and live usage above the headline score. []

    LMArena Elo score vs cost chart placing Llama 4 Maverick against other AI models, from Contrary Research on AI benchmarks

    The AI Corner
    The 5-Person Team That Runs on Claude Code
    Tomorrow at 6:07 AM, Claude Code can have the 3 decisions that matter most waiting for you in Slack…
    Read more
    16 hours ago · 52 likes · Ruben Dominguez

  • Private Startup Valuations Overstate the Typical Company’s Worth 📈 (10 minute read)

    Headline Seed valuations describe the winners. Nnamdi Iregbulem infers the full Seed population from Series A data and finds new Seed rounds priced at 10 times the median existing Seed startup. Only 4% of Seed startups graduate each quarter, yet they hold 45% of all Seed-stage value. []

Chart of median and average Seed valuations for newly funded Seed startups against all active Seed startups

  • AI Infrastructure Faces a Financing Reality Check 💸 (6 minute read)
    Rising rates are hitting the neoclouds that borrowed to build AI data centers. CoreWeave bonds still yield 15%, while Newcomer says its math needs investment-grade rates closer to 6%. Firmus pulled its IPO after aiming for a $30 billion valuation, and Nscale filed at $35 billion. [, and ]

    Executives applauding at a CoreWeave event at Nasdaq, as rising rates squeeze the neoclouds financing AI data centers

  • Business AI Adoption Rises as Spending Growth Stalls 📊 (4 minute read)

    Business AI adoption keeps climbing while spend per company levels off. Ramp’s October index puts adoption at 55.9% in September, with 43.8% of businesses paying Anthropic and 40.6% paying OpenAI. Token spending growth has stayed roughly flat for two months. []

  • Anthropic Finds AI Agents Work Six Hours for Every Human Hour ⏱️ (6 minute read)

    Anthropic’s October 16 study of its own workforce found that by August, the agents employees direct were working six hours for every human hour, with research organizations at 19x. The junior share of technical hires fell from 27% to 9% over roughly the same stretch. A 10-tab Excel kit rebuilds the study’s 8 workforce metrics for any company. [Anthropic]

    Line chart of agent hours per human hour at Anthropic, reaching 6x for all employees and 19x for research organizations

  • Google’s AI Chips Put Pressure on Model Pricing 📉 (5 minute read)

    Five frontier models sit within five points of each other on intelligence, yet their cost per task differs by 3.8x. Google’s Argon is the cheapest at $1.99 a task, 39% to 74% below four rivals, which Tunguz credits to 15+ years of building its own chips. []

Bar chart comparing cost per task of frontier AI models, with Google's Argon cheapest at $1.99 a task, by Tomasz Tunguz


📢 Want to get in front of +500k founders and investors?

For sponsorship opportunities across this newsletter and LinkedIn (300k followers), email: ruben@thevccorner.com


Interesting Reports 📊

  • Global VC Funding Hits $698B Through Q3, Despite a 23% Drop in Deal Count 🌍 (232-page report)
    Global venture funding hit an all-time annual high of $698B through Q3 2026, even as deal count fell 23% quarter over quarter. Mega-rounds of $100M+ took about 80% of Q3 funding across just 299 of 6,913 deals, and OpenAI ($132B) and Anthropic ($95B) together raised about one-third of all funding this year. [CB Insights]

    CB Insights chart of quarterly AI equity funding and deal count through Q3 2026, from its Q3 2026 venture report

  • US VC Funding Hits $515.8B Through Q3, With AI Capturing 82.7% 🇺🇸 (2 minute read)
    US deal value reached $515.8B across an estimated 14,199 deals through Q3, about 44% above 2021’s full-year record, with AI taking a record 82.7% share. Exits lag far behind, with just 18 companies going public in Q3. [PitchBook]

    PitchBook-NVCA Venture Monitor chart of US venture capital deal value through Q3 2026

  • VC Fundraising Rebounds as 152 Funds Close With $46B 💼 (19 minute read)
    VC funds closed $46B across 152 funds in Q3 2026, up from $39.3B across 137 funds in Q2. Funds of $500M+ took 76% of the capital, and Bessemer’s $5.75B close alone outraised all 86 emerging funds combined. [ and ]

    Treemap of the top 15 VC funds by capital closed in Q3 2026, including Bessemer's $5.75B fund, from Murph Capital

  • UK VC Fundraising Hits $6.9B in a Record Quarter 🇬🇧 (11 minute read)
    UK managers closed 31 new funds worth a record $6.9B in Q3 2026, four times the quarterly average of the past two years. Index Ventures accounted for just over half with three funds worth $3.5B, and UK startups raised $6.1B across 367 rounds. [Dealroom]

Dealroom charts of UK venture capital raised in Q3 2026 across early-stage, breakout-stage and late-stage megarounds


The AI Corner
Breaking: $3M+ in Startup Perks Just Landed in The AI Corner
Investors matter less than ever. Credits matter more…
Read more
6 days ago · 52 likes · 2 comments · Ruben Dominguez


Recently Launched Funds 💸

  • Vintage Investment Partners raised $920M to invest in top venture funds and venture-backed companies through primaries and secondaries, lifting AUM above $4.8B.

  • Seaya held a €600M first close of Seaya Nova, its new growth fund writing €20M to €50M checks into European Series B to D rounds.

  • Inspired Capital closed Fund IV at $450M for early-stage startups in AI, healthcare, fintech, robotics and more.

  • 8VC filed to raise up to $400M for 8VC DSS III, its third DSS fund.

  • Lux Capital plans to raise up to $300M for a new science and technology fund.

  • Inovia Capital held a $200M first close of Inovia Venture Fund 6 for technology startups.

  • Bison Ventures closed Fund II at $160M for early-stage frontier tech, from AI and robotics to energy, biology and advanced materials.

  • Nauta Capital held a €60M first close of its sixth fund for early-stage B2B software and deep tech in Europe.

  • BackingMinds, the Swedish VC, held a first close of more than €50M for its third fund, backing 15 to 20 companies in AI, climate and resilience.

  • Enzo Ventures closed its €20M Fund II, writing €250K to €600K pre-seed checks into Southern European founders at home and abroad.



VC Jobs 💼

  • First Momentum Ventures (Munich, Germany): VC Investment Intern (apply here)

  • Collaborative Fund (New York City, NY): VC Associate (apply here)

  • Anti Fund (San Francisco, CA): VC Associate (apply here)

  • Oceans (San Francisco, CA): VC Associate (apply here)

  • Forbion (Naarden, Netherlands): VC Fellowship (apply here)

  • XAnge (Paris, France): VC Associate (apply here)

  • G9 Ventures (New York City, NY): VC Investor (apply here)

  • Great North Ventures (Minneapolis, MN): VC Internship (apply here)

  • TenOneTen Ventures (San Francisco, CA): VC Associate (apply here)

  • 645 Ventures (New York City, NY): VC Associate (apply here)



Hottest Deals 💥

  • Tenstorrent raised $1.5B to grow its AI computing and semiconductor platform.

  • ASI raised a $325M Series C to accelerate growth.

  • Pigment raised a $250M Series E for its business planning and financial performance platform.

  • Whop raised a $200M Series D for its platform for online businesses.

  • Dream Labs raised a $90M seed round to commercialize its technology.

  • Blacksmith raised a $66M Series C for its software development infrastructure platform.

  • Prolific Machines raised a $50M Series B2 for its biomanufacturing technology.

  • Coherence Neuro raised a $45M Series A for its neurotechnology platform.

  • Mach9 raised a $34M Series A for infrastructure data and mapping.

  • OptiVolt raised a $32M Series A for its energy technology platform.


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FAQs

How much venture funding was raised globally through Q3 2026? Global venture funding reached $698B through Q3 2026, an all-time annual high, according to CB Insights, even as deal count fell 23% quarter over quarter. Mega-rounds of $100M+ took about 80% of Q3 funding across 299 of 6,913 deals.

What share of US venture capital went to AI in 2026? AI took a record 82.7% share of US deal value through Q3 2026, according to the PitchBook-NVCA Venture Monitor. US deal value reached $515.8B across an estimated 14,199 deals, about 44% above the 2021 full-year record.

Why are AI benchmark scores unreliable? Reinforcement learning pushes models toward whatever a benchmark scores highest, so a flawed test trains the wrong behavior, according to Contrary Research. A review of Terminal-Bench 4.0 found scoring defects in 45.5% of its tasks, and OpenAI called SWE-bench Verified unreliable in February 2026.

How many hours do AI agents work per human hour at Anthropic? Anthropic’s October 16 study of its own workforce found that by August, the agents its employees direct were working six hours for every human hour, with research organizations at 19x. Over roughly the same stretch, the junior share of technical hires fell from 27% to 9%.

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