
AI Today Podcast Balancing AI and Human Expertise in Professional Certification Training – with Chris Scordo
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Apr 1, 2026 Chris Scordo, founder of PMTraining and project management training veteran, explains how AI is changing certification prep while keeping human instructors central. He talks about building multibot assistants, AI triage for support, why AI writing can feel shallow, limits of AI for deceptive exam items, and how learners now expect AI-friendly training workflows.
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Instructors Provide Irreplaceable Context
- Human instructors remain irreplaceable because they bring real-world experience, judgment, and context to training.
- Chris Scordo says AI supplements classes by creating scenario-driven training and validating content but cannot replicate instructor relatability.
Personal Multibot Experiment With Guardrails
- Chris built a personal Slack multibot (soul.md) that evolved personalities and required strict guardrails.
- He moved the bot between LLMs, limited Chrome access, ran it in Docker, and kept it personal due to trust concerns.
Label Chat Agents Human Or AI
- Disclose when users are interacting with AI and label agents as human or AI to set expectations.
- Chris reports 48% of users asked for a human when they thought the agent was human, so PMTraining now shows human or AI after the agent's name.
