Admin Admin Podcast

Admin Admin Podcast #105 – The one without the musician

Mar 9, 2026
They catch up on major life changes and why one team member is missing. Deep dives into Model Context Protocols, building proxies and CLIs to standardize model interactions. A segment on spec-driven development and making code AI-friendly with tests and pre-commit hooks. Practical talk on turning contracting into consultancy and using Docker to simplify CLI tooling and secure AWS automation.
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ANECDOTE

Co-Host Stepped Back Leaving A Trio

  • Stu stepped back from the podcast due to personal issues, leaving Al, Jon Spriggs, and Jerry as a trio for future episodes.
  • The hosts acknowledged uncertainty about Stu's return and joked about potentially getting through episodes quicker with three people.
INSIGHT

MCPs Let LLMs Correlate Multiple Data Sources

  • Model Context Protocols (MCPs) can be combined with LLMs and other data sources (like Slack) to correlate incidents and generate richer incident reports.
  • Al is experimenting with an MCP proxy to inspect requests/responses and a CLI MCP client to standardize interactions across tools.
ADVICE

Use Spec Driven Development With LLMs

  • Use spec-driven development tools like GitHub SpecKit to write clear specs, generate tests first, and have LLMs implement code in small, verifiable increments.
  • Jon Spriggs described a pipeline where specs are refined, tests generated, and LLMs only advance after checks pass.
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