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26 Jul
Blog, Eventful AI, Podcast, Specials

“eVENT About It” LIVE: Tackling the Unexpected when Losing Power for 3 days

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August 1, 2024
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Event planning and AV production strategies to save money in Boise, ID.
29 May
Blog, Hybrid Events, Virtual Events

Save Money on Your AV Bill Without Compromising Quality

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May 30, 2024
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12 Apr
Blog, Mental & Physical Fitness, Podcast, Resources, Specials

Elevating Event Planning with Personal Branding: Insights from Leanne Calderwood on the Events Demystified Podcast

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April 13, 2024
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29 Mar
Blog, Eventful AI, Hybrid Events, Podcast, Resources, Virtual Events

The Future of Events: Metaverse, AI and VR ft Danny Stefanic

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April 13, 2024
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18 Jan
Blog, Eventful AI, Events, Sponsorship

The Power of Custom GPT Agents for Events: The Game-Changer in Sponsorship Selection

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May 29, 2024
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14 Jun
Events, Services, Specials, Women in AV

Unlocking Business Possibilities with AI

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June 14, 2023
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12 Jun
Blog, Corporate, Events, For Profit, Fundraisers, Hybrid Events, Non Profit, Resources, Services, Specials, Virtual Events, Women in AV

LIVE: Agency vs. In-House AV: Which Production Partner is Right for You?

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October 5, 2023
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07 Jun
Blog, Mental & Physical Fitness, Resources, Specials

Demystifying Wellness: Tips and Tricks for a Balanced Life for #eventprofs

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June 12, 2023
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01 Jun
Blog, Corporate, Events, For Profit, Fundraisers, Hybrid Events, Non Profit, Services, Virtual Events

2023 Update: In-house AV vs Outsourced Production Partners

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June 1, 2023
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18 Mar
Blog, Events, Fundraisers, Non Profit, Sponsorship

Part 2: Next-level high-value Event Production Tips for Fundraising Events

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March 18, 2023
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16 Mar
Blog, Hybrid Events, Virtual Events, Women in AV

LIVE: Budgeting & Contracting Tips for the Ever-Changing Event Pricing Landscape

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April 3, 2023
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21 Jan
Blog, Events, Hybrid Events, Services, Virtual Events

Three Top Hybrid Event Myths

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January 21, 2023
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Recent Posts
  • 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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