Episode
[REDACTED] Episode 9: He Gave His AI Assistant 64 Tools and Zero Permission to Delete Anything
- Podcast
- NC Tweener Talks
- Published
- Aug 26, 2026
- Duration seconds
- 2565
- Processing state
not_requested- Canonical source
- https://share.transistor.fm/s/632fa0b4
Actions
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Summary
Josh Guter, founder of Elephants, joins us for a live product teardown of the AI operations assistant he built for small teams. The conversation covers the architecture behind the assistant: roughly 64 purpose-built tools, an approval-gated write system that never lets the AI act without human sign-off, and the logging system Josh built to audit a codebase that, by his own admission, has become a black box even to him. Josh walks us through his full build process, from sketching UI mockups in Adobe Illustrator to having Claude draft implementation plans and Codex tear them apart before anything ships, plus how he red-teams his own assistant before any change touches its tools or system prompt. He also shares how Elephants evolved from a low-code personal relationship manager built on Glide Apps and Make.com into a full-stack platform now running the daily operations of NC State's Entrepreneurship Clinic. It's a candid look at what it actually takes to ship an AI feature people trust with real operational data, including the parts that still keep a solo founder up at night. Timestamps 00:00 Cold open: "The devil's in the details" 00:45 Welcome back to Redacted 01:20 Introducing guest Josh Guter 02:33 Josh joins and how he and David met 02:56 What Elephants is: ops software for small teams 07:03 The real product: the AI assistant 08:04 The big question: model, cost, context, trust 14:04 Behind the scenes: Anthropic's API and the Make.com origin story 15:12 64 tools and counting 16:01 Managing the internal prompt library 18:07 Rebuilding full-stack with Opus 4.8 and Codex 20:38 Auditing a black box: breadcrumb logging 21:57 Claude Code as the new Make.com 25:10 The build process, start to finish 26:23 Illustrator mockups and the Claude/Codex review loop 29:05 QA without a…