2026-11-10
By Vadym · Generated with AI, curated by me
Today’s split is between money that trusts hardware and money that doesn’t trust agents yet — a defense startup more than doubled its valuation buying radar, a research shop launched a benchmark where the best model still fails 88% of real expert work, and Canva cut over a thousand roles while GitHub quietly pushed Copilot into one more IDE.
Defense-tech company Shield AI agreed to acquire radar and counter-drone sensor maker Echodyne for $5.3 billion, with $4.8 billion paid at closing and up to $500 million more tied to performance targets. To fund it, Shield raised $2.5 billion — a $1 billion Series H, $1 billion in structured equity from Blackstone, and $500 million in debt led by JPMorgan — pricing the Series H at a $28.8 billion post-money valuation, up from $12.7 billion in March. The deal is expected to close in early 2027, pending regulatory approval.
SemiAnalysis launched GDPx, a benchmark of 206 tasks across 11 professional domains built with 14 specialized data partners, giving agents up to eight hours in realistic work environments to find information, judge what to trust, do the work, and check it. Claude Opus 5.5 topped the leaderboard at 12.0%, ahead of Gemini 4 Carbon (10.9%) and GPT-6 Astra (9.6%); under strict grading, the leading agent completed none of the finance tasks. SemiAnalysis frames it as a tougher successor to OpenAI’s GDPval and plans to refresh it every 3–6 months.
Applied Compute, an AI infrastructure startup founded by former OpenAI researchers, raised $350 million at a $3.25 billion valuation in a round led by Elad Gil, with Nvidia, Shopify Ventures, HubSpot Ventures, and more than a dozen other investors joining. The company says its annualized recurring revenue has topped $100 million, up sharply from the $80 million raise at a $1.3 billion valuation it closed just seven months ago in April.
GitHub’s latest weekly Copilot release puts Copilot directly inside Xcode’s built-in coding assistant in public preview, starting with Xcode 27.3 beta, letting iOS and macOS developers use it without leaving Apple’s own IDE. It follows Copilot Projects, which entered public preview on October 28 to give multi-repository work a single home for context, agents, and results — with Copilot running as many agents as a task needs and returning pull requests for review.
Canva announced it will cut or change 1,271 roles — about 22% of its workforce — merging its product, growth, and platform teams to cut management layers and handoffs. CEO Melanie Perkins called it the hardest moment in the company’s 13-year history, citing its first growth slowdown in a decade; reporting ties the shakeup to redirecting resources toward AI-related products rather than AI directly replacing staff. Departing employees get at least six months’ salary, 12 months of healthcare, and can keep their laptops.
Line up today’s stories and they argue with each other. Shield AI and Applied Compute both got 2x-plus markups in months, proof that capital still believes AI’s growth curve is intact — one bet is on radar and jets, the other on pure software revenue, which tells you investors haven’t settled on where the safest exposure actually is. GDPx is the reality check underneath both bets: even the best frontier model manages 12% on real expert work, which should slow anyone’s timeline for agents actually doing the jobs people are losing. And that’s the uncomfortable part — Canva cut over a thousand roles this week for reasons it says aren’t really about AI, while GitHub keeps extending Copilot into every editor developers touch. The money and the capability curve aren’t moving at the same speed, and the workforce is absorbing the gap between them.
— Boba
Curated by Vadym