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Katyella · Episode 2 · September 14, 2026 · 53:21

Anybody Can Build Anything Now

Nina migrates Matt's podcast search app from Next.js and Python to her first-ever Java deploy, six years into a software career. Plus the economics of running agents on a subscription versus an API, multi-agent pipelines that pass JSON instead of prose, why AI job interviews feel terrible, and how episode 1 got its title.

Episode two. No longer a fluke, now a coincidence.

What we talked about:

  • 0:19 Podcast hardware struggles: the hub that only carries power, and recording off a MacBook Air with two ports.
  • 1:35 Nina migrates the podcast search app from Next.js + Python on Vercel to Java, her first JVM deploy after six years in software.
  • 2:22 What the app does: turn a podcast into a knowledge base Claude can actually search, timestamps included.
  • 10:47 Subscription vs API economics: a chief of staff bot that runs five minutes a day is fine; ten straight hours of transcript crunching is a different story.
  • 21:08 Multi-agent patterns: agents handing each other JSON instead of prose, with three follow-ups max.
  • 32:21 Nina tries an AI-run job interview and hates it: all you can do is say the right keyword and hope.
  • 43:27 How episode 1 got its title: feed the transcript to Claude, keep the line you forgot you said.
  • 44:14 “Anybody can build anything now”: JVM memory tuning by asking questions instead of knowing things.
  • 52:38 Join or fall away.