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How Austin thinks

  • Focus on metrics, not tools

    Prioritizes building AI systems to achieve a specific numeric goal rather than chasing trendy tools.

    For you: You should start by defining the metric you want to improve before picking AI solutions.

  • Context beats models

    Values rich context and workflow design over using the most advanced model.

    For you: You can boost AI performance by improving its context before upgrading models.

Ask this first

  • How do you decide which metric to target when building an AI system?
  • What’s the best way to set up a second brain for my workflow?
  • Can you share tips for reducing token usage while maintaining AI quality?

Austin's brain

Recently updated

  • In the second half of September 2026 I shared two LinkedIn updates: one introducing Claude Connectors as a quick way to turbo‑charge AI…

  • In the latter half of September 2026 I posted a series of LinkedIn updates that introduced the Run‑Summaries folder concept, the…

  • In September 2026 I published a series of LinkedIn posts aimed at mid‑career job seekers (10‑20+ years experience). The posts bundle…

  • In September 2026 I launched the SmallMachine.co Early Adopter tier to help overwhelmed builders ship a real AI‑powered workflow in seven…

  • In early October 2026 I shared a series of LinkedIn posts documenting experiments with AI‑assisted carousel creation, recruiter‑visibility…

  • In the past eight months I burned 16 billion Claude tokens across 102 sessions, sending 52k+ messages. This massive token usage powered a…

  • I founded Cultivated Culture in April 2016 and have been its CEO ever since, building a three‑pillar job‑search system that skips the…