Operating model
Our point of view on how AI changes day to day operations, from the people running Nexus.
8 posts
Listen · 25 minOperating modelThe helicopter and the mountain: AI should raise the summit, not lower the bar
A Fields medallist says AI is a helicopter that drops children on the summit. NVIDIA's CEO says the skills they lose may not matter. The data says both miss the point: design decides whether AI helps or harms, schools lag every step change, and the real bottleneck is teacher training.
Assem ChammahSep 28, 2026 · 39 min
Listen · 9 minOperating modelNexus Agent Raises $4.3M to Remove the Implementation Layer From Enterprise AI
Nexus Agent raised $4.3M led by General Catalyst (YC F25) to ship Cue, the autonomous build loop replacing Forward Deployed Engineers. 174 agents, $13M in customer impact, 0% churn.
Assem ChammahMay 8, 2026 · 6 min
Operating modelWhy every AI startup becomes a workflow builder
In biology, all life evolves into crabs. in AI, all startups evolve into workflow builders. why convergence is inevitable—and why most companies are doing it wrong.
Feb 2, 2026 · 8 min
Operating modelThe AI compliance paradox: how regulations are forcing better AI
OpenAI fined €15M for GDPR violations. Clearview AI hit with €30.5M penalty. 700+ AI bills in 2024 alone. companies are panicking. but here's the paradox: regulations aren't breaking AI—they're fixing it.
Jan 28, 2026 · 10 min
Operating modelThe hidden cost of AI: why data integration eats your ROI
You budgeted for AI. you didn't budget for what makes AI work. 96% of enterprises start without adequate data infrastructure. here's why data integration costs 3x more than the AI itself—and why nobody talks about it.
Jan 20, 2026 · 8 min
Operating modelThe automation paradox: why full AI autonomy makes things worse
Amazon's hiring AI discriminated against women. Tesla's autopilot missed a white truck. full autonomy fails 86% of the time. meanwhile, human-in-the-loop AI quadrupled productivity. the paradox: the more you automate, the more you need humans.
Jan 10, 2026 · 9 min
Operating modelWhy every model sucks nowadays (and why it's good news)
OpenAI's Code Red, Google's Gemini dominance, and why model convergence is actually great news for enterprises. the real race isn't about which model is smartest—it's about integration.
Dec 17, 2025 · 12 min- Operating model
The 95% problem: why enterprise AI fails and what actually works
95% of GenAI pilots fail. 42% of companies abandon AI initiatives. the problem isn't the models—it's how enterprises think about AI transformation. here's what separates the 5% who succeed.
Oct 15, 2025 · 5 min
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