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AI Agents · Coding agents (Claude Code, Codex, Cursor) exploding: million-user growth, automating software development
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Memory & Storagetailwindscore 9/10tay kim
HBM structural shortage: only 3 suppliers, 625x demand growth, 2-3 year capacity lag
AI accelerators need 25x more memory per GPU and 25x more GPUs in 2 years (Michael Dell). Memory companies cut capex in 2022; takes 3-4 years to expand. Only SK Hynix, Samsung, Micron can m…
AI Infrastructuretailwindscore 9/10tay kim
Nvidia supply chain lock-up (memory, wafers, optical) and TSMC capex surge enable trillion-dollar GPU demand
Nvidia has locked up all critical components: HBM memory, TSMC wafers, optical lasers. TSMC guiding for dramatically higher capex over next 3 years. Jensen confident supply constraints reso…
Cybersecuritytailwindscore 8/10feras
Software supply chain crisis: AI generates code faster than maintainers can patch, attackers exploit at scale
Three forces converging: 1) AI generates unprecedented code volume with less vetting, 2) Frontier models find thousands of vulnerabilities in open source, 3) Attackers exploit supply chain…
AI Agentstailwindscore 8/10tay kim
Coding agents (Claude Code, Codex, Cursor) exploding: million-user growth, automating software development
Coding agents are the fastest-growing enterprise AI market. Anthropic's Claude Code adding million users every few weeks. OpenAI Codex 2.0 accelerating. Google absent in this category. Comp…
Smart glasses product market fit starts with prescription wearers; Google partners Warby Parker/Gentle Monster, Meta with Ray-Ban
People who already wear glasses all day are natural early adopters for smart features. Warby Parker provides distribution for Google/Samsung. Gentle Monster design hides camera better than…
Design becomes differentiator as code commoditizes; Figma unifies design/code canvas, Mercury builds agentic finance CLI
As AI writes code, design taste and UX become competitive moat. Figma's design agent handles drudgery, enables exploration. Mercury's CLI/MCP lets AI agents execute finance workflows (invoi…
IPO Marketmixedscore 7/10tay kim
Blockbuster IPO pipeline: SpaceX $80B raise at $1.5T+ valuation, largest ever, venture funds printing historic returns
SpaceX S-1 imminent, Goldman lead left. Founders Fund/Valor $60B+ gains, Sequoia $20B+. Early believers (2004, 2010) validated. But valuation extreme - even insiders appear cautious. Could…
Bootstrapped success stories (Minted, Mercury) vs mega-fund returns (SpaceX); organic brand beats paid acquisition
Minted: 3-person team, 5 years bootstrapped, 99.5% organic, founder content flywheel. Mercury: 7-year grind, 2.5x growth, LLM recommendations as new channel. Both avoid paid ads until brand…
Humanoid robots still falling and unable to self-recover; dance demos not ready for paid shows
Robot fell during dance, couldn't get up (no push-up recovery hardcoded). Carried off stage. Teleoperation fallback needed. 'Singularity delayed.' Robot dance shows need refund policies. Ph…
Nvidia China exposure unreliable; US/China license ping-pong makes revenue unpredictable
Jensen got approvals then reversed weeks later. Gaming GPUs incrementally banned. China says no to US-approved licenses. Even if approved, volumes limited. Nvidia valuation should exclude C…