John Lindquist created egghead.io, a developer education platform used by hundreds of thousands of working engineers. These days he’s building mega.dev, a hands-on program specifically for developers who want to do real work with AI agents, not just prototype them.
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Why Jev is a decision engine, not a chatbot, and what that distinction actually changes about how you build
How John built a real-time voice to-do app that classifies and executes commands with no visible pause
The data deduplication pattern that merges messy records in milliseconds using confidence scores
Why Jev works best as a router, and how a single text input can navigate users deep into an app
What a chess match between Jev and a low-reasoning LLM reveals about speed, cost, and when to use which
The multi-step classification pattern John reaches for when one Jev pass isn’t enough
Where Jev falls short, and when you should still reach for a full generative model
Vanta—Automate compliance and simplify security
(▶00:00) John Lindquist returns for Jev week
(▶04:32) What Jev actually outputs
(▶06:15) Demo: real-time voice to-do app
(▶08:17) How sequential Jev calls chain together
(▶10:38) Demo: plain English to function name (grocery cart)
(▶11:50) Demo: data deduplication and record merging
(▶13:45) Confidence scores and multi-model validation
(▶15:06) Demo: Jev as a multi-level app router
(▶18:23) Architecting around Jev
(▶19:35) Demo: Jev vs. traditional LLM at chess (speed and cost benchmarks)
(▶24:29) DOM interactions as a decision set, not an infinite canvas
(▶28:21) Demo: Wikipedia “path to philosophy” route mapper
(▶30:28) Demo: multi-agent coordination and collision avoidance
(▶33:36) Demo: real-time presentation coach
(▶36:56) Quick recap
(▶39:54) Lightning round and final thoughts
• Jev (TypeSafe AI decision model): https://typesafe.ai/blog/introducing-system-one-models-and-jev
• Vercel AI Gateway: https://vercel.com/docs/ai-gateway
• OpenRouter: https://openrouter.ai
• Opus 5.5 (mentioned in context of iterative demo building): https://www.anthropic.com/claude-opus-5-5
LinkedIn: linkedin.com/in/john-lindquist-84230766
X: https://x.com/johnlindquist
Mega.dev: https://mega.dev/
Egghead.io: https://egghead.io/
ChatPRD: https://www.chatprd.ai/
Website: https://clairevo.com/
LinkedIn: https://www.linkedin.com/in/clairevo/
Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email jordan@penname.co.
