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I sit down with Howie Liu, co-founder and CEO of Airtable, to talk about the agent economy and the launch of HyperAgent. We walk through Sequoia’s charts on AI agent deployment, the economics of token-based work versus human labor, and why frontier agents have crossed a threshold that changes how companies get built. Howie then does a live show-and-tell of HyperAgent, including a custom "Greg Isenberg contrarian AI" skill he spins up in real time. This one is for anyone building a solopreneur business, operating a fleet of agents, or trying to figure out where to place their bet in the agent ecosystem
If you want more workflows and tactics to build a business with AI, check out this free workshop: https://www.ideabrowser.com/workshop
Key Points
* Frontier agents have crossed a threshold in the last 4–5 months where they function as true autonomous coworkers, not just chat assistants.
* Reframe agent cost by value delivered: a $150 token spend for a board memo beats hours of human time, so anchor on opportunity cost.
* The real arbitrage is persistence: 99% of people quit after one shot, while daily practice for 30/60/90 days produces top 1% operators.
* Skills are the most important primitive in frontier agents, turning generally intelligent models into domain experts through playbooks.
* HyperAgent’s differentiation is a low floor plus a high ceiling, with rubrics, LLM-as-judge evals, and fleet-wide observability for scaling.
* Aim for $100B companies with under 5 employees, built on fleets of always-on agents mapped to human job roles
Section Summaries
1. The Under-Penetration of AI I open with Sequoia’s chart showing software engineering at nearly 50% agent deployment and most other categories in single digits. Howie argues even 50% understates the shift, because frontier teams now run dozens of Claude Code instances in parallel with full autonomy, while most industries are still catching up to three-year-old state of the art
2. Copilot vs Autopilot and the Agent Economy We dig into the trillion-dollar agent opportunity Sequoia flagged. Howie frames the real TAM as the entire white-collar GDP across the Western hemisphere, arguing the unlock happened with Opus 4.5 roughly four to five months ago when agents started shipping clean PRs on multi-hour tasks autonomously
3. HyperAgent Show and Tell Howie walks through HyperAgent live, starting with a hyperlocal real estate market report generated from one of my open-source startup ideas. The agent did market research, Reddit validation, competitive analysis, a V1 app build, a marketing site, and ad creative in a single workflow.
4. Skills, Rubrics, and Fleet Management Howie builds a "Greg Isenberg contrarian AI" skill in real time, letting HyperAgent research my voice and distill it into a reusable primitive. He then explains rubrics, essentially eval rubrics pinned to agents, with a separate LLM as judge scoring outputs on dimensions that matter. This is the observability layer that lets you actually run a business on a fleet of agents
The #1 tool to find startup ideas/trends – https://www.ideabrowser.com/
LCA helps Fortune 500s and fast-growing startups build their future – from Warner Music to Fortnite to Dropbox. We turn ‘what if’ into reality with AI, apps, and next-gen products https://latecheckout.agency/
The Vibe Marketer – Resources for people into vibe marketing/marketing with AI: https://www.thevibemarketer.com/
FIND ME ON SOCIAL
X/Twitter: https://twitter.com/gregisenberg
Instagram: https://instagram.com/gregisenberg/
LinkedIn: https://www.linkedin.com/in/gisenberg/
FIND HOWIE ON SOCIAL
X/Twitter: https://x.com/howietl
Hyperagent: https://www.hyperagent.com/
Airtable: https://www.airtable.com/-
