Hard Fork

Kevin Roose × Casey Newton × Dylan Field × Dan Powell

Google’s frontier weakness is agentic coding, tool use, instruction-following, and long-horizon work, not overall model capability.Antigravity 2.0 token usage is doubling every week, creating coding data flows, while external TPU demand supports production and hardware feedback.AI Mode preserves links and may combine subscriptions with ads, but 3.5 Flash’s pricing criticism and trust-dependent agent rollout remain unresolved.

Kevin Roose × Casey Newton × Satya Nadella × Phil Mohun × Cindy Cohn

Microsoft’s AI thesis depends on making frontier capability broadly available across the economy, pairing local trillion-parameter models with an independent MAI stack while retaining OpenAI equity, Azure demand, and IP through ’32.The investment signal is token economics and execution: productivity requires marginal token cost to match marginal value, while Xbox monetization, infrastructure costs, employment, and AI-enhanced surveillance remain unresolved constraints.

Ross Douthat × Andrew Miller

AI now anchors major layoffs at Atlassian, Block, and reportedly Meta, while Block’s 17% share jump shows how productivity narratives can reframe overhiring or mismanagement.Meta’s planned $135 billion capital expenditure could shift costs from payroll to compute, but abandoned Behemoth and delayed Avocado expose execution risk.Token consumption adds a potentially enormous labor cost, making output and revenue—not usage leaderboards—the unresolved test.

Kevin Roose × Casey Newton × Andrew Yang

Tim Cook leaves Apple after expanding its market value from $350 billion to around $4 trillion, but services monetization, China supply-chain exposure, and delayed AI execution complicate the legacy.John Ternus inherits the Siri and device challenge, while Andrew Yang proposes a 3% token tax and about $1,200 monthly dividends as AI displacement and inequality accelerate.

Kevin Roose × Casey Newton × Jasmine Sun

AI-linked layoffs are becoming a market signal, though overhiring and weak stocks complicate causality, with Atlassian cutting 10%, Block roughly 40%, and Meta’s reported cuts still speculative.Block shares rose 17% after its layoffs, while Meta paired possible reductions with $135 billion in planned capital expenditure, signaling a shift from payroll toward compute before productivity is proven.Post-training has made chatbots safer but stylistically generic, while token leaderboards risk turning usage into a costly and manipulable productivity metric.

Kevin Roose × Casey Newton × Alexandra Alter

AI anxiety is now repricing software stocks as investors question per-seat economics, with monday.com down more than 20% after weak guidance and outcome-based pricing emerging as a possible replacement.Coding adoption may accelerate substitution, but security, regulation, worker backlash, copyright, and author fandom could shape the pace; romance publishing already shows AI’s ability to industrialize high-volume production.

Kevin Roose × Casey Newton × Colin Angle

iRobot’s Chapter 11 exposes how subsidized Chinese fast followers, a missed mopping use case, and the failed $1.7 billion Amazon acquisition eroded a category leader.Ownership passing to competing design manufacturer Piscea Robotics turns Roomba into a warning for physical AI, while 2026 bets point to uneven disruption across frontier labs, neoclouds, and SaaS.

OpenAI’s “code red” returns resources to ChatGPT as Gemini 3 and Claude Opus 4.5 challenge its model-quality moat and premium pricing.Google combines competitive models with enormous distribution and $100 billion in quarterly revenue, while Anthropic’s roughly $9 billion annualized revenue sharpens the enterprise threat and keeps model selection unsettled.

Demis Hassabis × Josh Woodward

Gemini 3 Pro lifted Humanity’s Last Exam performance from 21.6% to 37.5% and is moving beyond chatbot answers toward software generated on demand, including custom interfaces and an agent under testing.Its availability across Gemini, Search’s AI Mode, and developer products makes distribution and cost-to-performance central, while missing Docs and Gmail integrations, limited agent evidence, cyber risk, and Google’s unchanged five-to-10-year AGI forecast remain key watchpoints.

Kevin Roose × Casey Newton × Katie Notopoulos

ChatGPT is becoming a front door to the web, embedding Expedia, Zillow, Figma, Target, and Spotify for more than 800 million weekly users while seeking transaction-driven platform economics.The opportunity depends on privacy, neutral ranking, and roughly $1 trillion of financing for GPUs and infrastructure, while Sora 2 shows both genuine creative pull and unresolved copyright, safety, and retention risks.