Trustworthy AI & Transparency
How teams build AI systems people can trust — transparency, calibration, groundedness, and verification.
Source episodes
Where this knowledge comes from.
Ep 84 - The Philosophical Shift: As Intelligence Becomes Cheap, Evaluation Becomes Everything
AI can generate code, analysis, and recommendations faster than any team in history, but there’s a catch: verification doesn’t scale the same way. When intelligence becomes abundant, judgment becomes scarce, and that scarcity reshapes what “good engineering” and
Ep 83 - Up the Stack: The Five Layers Of The Future Software Engineer
AI can write code faster than any team on earth, so why does it still feel like shipping software is hard? The uncomfortable answer is that speed is not the same as progress, and generation is not the same as judgment. We challenge the tired question “Will AI rep
Ep 67 - RAG Done Right: Measure The Evidence Or Drift Into Error
What happens when a brilliant-sounding AI gives the wrong answer with total confidence? We dig into the quiet culprit behind so many “LLM failures”: retrieval. Rather than judging how smart a model sounds, we walk through how to judge whether it looked at the rig
Ep 64 - Intelligence, Accountability, And You: From AI Slop to Sound Judgement
The pace of AI can feel exhilarating until a polished report collapses under scrutiny and your team spends hours repairing “work slop.” We’re seeing a quiet shift across organizations: as intelligence becomes ambient, leadership’s edge moves from gathering inform
Ep 62 - Reconfiguring Work: A Playbook For Agentic AI Adoption
When AI stops acting like a tool and starts acting like a teammate, the rules of work change. We explore what agentic AI really means for teams, decisions, and culture—and why the biggest blockers aren’t algorithms but fear, fatigue, and unclear purpose. Instead
Ep 61 - From Automation To Augmentation: How Humans And AI Become Better Teammates
Fear says AI will replace us; experience shows the real upside arrives when we work with it. We explore how augmentation—keeping humans in the loop—turns AI from a black box into a trusted teammate that speeds analysis, amplifies creativity, and preserves the mea
Ep 56 - For Those Who Served: How AI Is Empowering Veterans
A quiet story changes everything: a few missed appointments, a medication shift, and an AI alert that prompts a human call just in time. We open with Alex’s experience to show how technology, used with care, can help us reach veterans sooner, reduce red tape, and
Ep 18 - CloudCast Meets Inspire AI: Building the AI Ready RVA Community
Two podcasts collide as Jason McGinthy from AI Ready RVA's Inspire AI joins forces with Aaron Delp of The CloudCast, bridging Richmond's emerging AI community with the cloud computing landscape. Their conversation flows naturally between practical AI ap