Robbie Allen @ Tweener Claw: "3 to 5 of My Agents Fail Every Day: Here's What I've Learned"

In this episode of Tweener Claw, Robbie Allen, the Founder and Managing Director of Automated Consulting Group and General Partner at NC Tweener Fund, shares a live talk from the June 10th Tweener Club meetup in Research Triangle Park.Robbie has spent the last year and a half deploying AI agents inside real mid-market companies, and he brings three lessons from just the last 60 days: how to build reusable AI skills that compound over time, how to monitor agents when 3 to 5 of your 25-plus will fail on any given day, and why using multiple LLMs to check each other's work has become a standard part of his workflow. Each lesson comes with a real-world example: a three-skill meeting pipeline, a monitor agent that watches the others, and a Codex Opinion skill that consistently finds gaps in Claude's output.The sharpest takeaway: AI build costs have dropped dramatically, but support and maintenance costs have not. Non-deterministic systems are inherently brittle, and anyone telling you otherwise hasn't run them in production long enough. This is a practitioner's talk for practitioners; specific, candid, and immediately actionable.Timestamps01:31 Scot's intro 02:03 60 days of lessons 02:19 Three lessons preview 03:08 Robbie takes the stage 03:25 About Automated Consulting Group 04:13 Reality vs. the AI hype cycle 05:04 The Microsoft / Copilot rant 07:13 Lesson 1: Skills that build skills 08:41 Skills as reusable packages 09:21 "The sawdust of business" 10:58 Building a skills pipeline for meetings 11:57 Skills security risks in the enterprise 12:47 Lesson 2: Agents watching agents 13:44 Build costs are down14:24 "3 to 5 of my agents fail every day" 15:44 Log everything17:33 What causes agents to fail in the wild 18:02 Lesson 3: LLMs checking LLMs 18:13 The LLM Council concept explained 19:44 The case for a multi-LLM strategy 20:36 The "Codex Opinion" skill 21:33 Gemini Opinion & LLM Council in action 23:46 Wrap-up & credits--- This episode of Triangle Tweener Talks is hosted by Scot Wingo, and presented and produced by NC Tweener Fund, with creative assets and design support from Walk West. We couldn’t share posts like this without our amazing sponsors: Platinum: NC IDEA: https://ncidea.orgGold Sponsors: - Balentine: https://www.balentine.com/triangle-entrepreneurs - EisnerAmpner: https://www.eisneramper.com - Robinson Bradshaw: https://www.robinsonbradshaw.com  Silver Sponsors: - Automated Consulting Group: https://automated.co - Bank of America: https://business.bofa.com/en-us/content/technology-industry-group.html  ------Triangle Tweener Talks is sponsored by:Atomic Object: https://atomicobject.com/