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07 May
Blog, Events

The Assumptions We Carry

Posted by author-avatar admin
June 25, 2026
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16 Apr
#fit4events™, Blog, Mental & Physical Fitness

Wellness for Show: Why We’re Overbuilding What Should Be Simple

Posted by author-avatar admin
June 6, 2026
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19 Dec
Blog, Corporate, Events, Hybrid Events, Virtual Events

Given enough pre-event time, any event can be perfectly executed

Posted by author-avatar admin
December 19, 2022
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14: A Virtual Conversation about Virtual Events with a Non-Profit Fundraising Expert – Raise Agent

Posted by author-avatar admin
July 3, 2020
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A virtual conversation about Virtual Events from a Nonprofit Fundraising Expert Point of View with our first featured guest, Lauren Clark Dully, Principal Consultant and Founder of Raise Agent, based in Portland, Oregon.
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11: Coronavirus Chronicles and what can be done about it

Posted by author-avatar admin
June 7, 2020
This is a stressful time for everyone  and people want to know what they can do now to protect themselves and their families. In this episode I will be talking exactly about that and sharing a bit of my experience in the quarantine. 
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  • AI in AV Is Becoming Show-Critical Infrastructure
  • Access Is No Longer the Advantage. Adoption Is.
  • AI Note-Takers Have Entered Virtual Events. Now the Business Model Has to Catch Up.
  • Encore’s IPO Exposes the AV Problem Hiding in Venue Contracts
  • AI Agents Do Not Replace Management. They Expose Whether It Exists.
  • AI Adoption Has a Human Capacity Problem
  • AI Bias Did Not Start With AI. It Started With Us.
  • The Assumptions We Carry
Our latest Podcast Episode
Events: demystified Podcast
Events: demystified Podcast

Real Talk for Event Pros Who Do It All—And Still Show Up #fit4events™. Sponsored and Produced by Tree-Fan Events Production.

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224: AI Biases & Stereotyping | 7-Year Podcast Anniversary ft Anca Platon Trifan
byAnca Platon Trifan

On the seventh anniversary episode of Events Demystified Podcast, Anca Platon Trifan explains how AI bias and stereotyping are amplified through generative and predictive systems, starting with her experience using NotebookLM to generate an image from her memoir: it repeatedly depicted AV expertise as male, then portrayed a woman as overly aggressive. She argues AI bias didn’t start with AI but with historical data shaped by discrimination, exclusion, and stereotypes, and shows how models can reproduce institutional patterns through proxies even when protected traits are removed. Examples include Amazon’s abandoned recruiting tool, unequal human evaluation of identical AI-assisted resumes, healthcare liver-disease models missing more cases in women, Gender Shades misclassification rates, speech recognition disparities, and COMPAS fairness disputes. She emphasizes accountability for leaders adopting AI, meaningful “human in the loop,” transparency, appeals, monitoring, and examining default assumptions in AI outputs.

The five-Friday July mini-series on AI will cover:

👉 AI bias and stereotypes (July 10),

👉 AI ethics and accountability (July 17),

👉 AI hallucinations (July 24), and

👉 Shadow AI, security best practices (July 31).

Produced by Tree-Fan Events Production LLC

Book Anca for speaking or consulting:⁠⁠⁠https://ancaplatontrifan.me/booking-page/⁠⁠⁠

Follow for more on AI, events, and leadership:

LinkedIn: ⁠⁠⁠https://www.linkedin.com/in/ancatrifan/⁠⁠⁠

Instagram: ⁠⁠⁠https://www.instagram.com/anca.platon.trifan/⁠⁠⁠

Original podcast music by Fable Score Music

Tree-Fan Events is a woman-owned boutique event production agency focused on delivering high-impact experiences through the FIT4EVENTS™ framework.

224: AI Biases & Stereotyping | 7-Year Podcast Anniversary ft Anca Platon Trifan
224: AI Biases & Stereotyping | 7-Year Podcast Anniversary ft Anca Platon Trifan
July 10, 2026
Anca Platon Trifan
223: An AI Mini-Series on Biases, Ethics, Hallucinations & Shadow AI | 7-Year Podcast Anniversary Kickoff ft Anca Platon Trifan
July 3, 2026
Anca Platon Trifan
222: Power, Grace & the Rebuild: Leading Yourself Through Rupture
June 26, 2026
Anca Platon Trifan
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