ZEBRA3

09/29/2026

Generative AI Risk Management: Prompt Leakage, Model Memorization, and Output Accountability

Most life sciences AI governance frameworks were written for predictive models and do not address the risks that are specific to generative AI. This article works through five of them with a control set for each: prompt and context leakage, including vendor logging, human review programs, subprocessors, data residency, and what an enterprise agreement actually promises versus a consumer tier; training data memorization and extraction, with a precise account of what the research measured and why the risk profile differs between a hosted model and a model fine-tuned on your own corpus; prompt injection and indirect prompt injection through retrieved documents, the risk most GxP retrieval-augmented generation designs underrate; output accountability, meaning who signs a generated document and what the signature attests to; and provenance and disclosure....

Most life sciences AI governance frameworks were written for predictive models and do not address the risks that are specific to generative AI. This article works through five of them with a contro…

09/10/2026

DAVID REED Z3 INTRO & Background

DavidReed Cvr&CV_mrgd_cmprsd-raDownload Big Achievements First- Cott Beverage creating category management and sales teams from scratch and taking Walmart account from $5mm to $500mm in 2 years. Proud of this because of the cross functional hardships overcome where I had to divide into slower/ smaller rollout while personally learning, then securing co- production and logistics to deliver, simultaneously applying diplomacy internally and externally to keep initiatives alive and on track....

08/15/2026

Customer service leadership- execute the Golden Rule

https://zebra3performance.wordpress.com/2026/08/15/customer-service-leadership-execute-the-golden-rule/

08/12/2026

Motivate the Team. Develop Positive habits plus 9 Critical Elements of a Productive Company

  Motivate the Team. Develop Positive habits If you’re a coach, you’ve got to engage the person, get them enthused about achieving the goal of change. Here it helps to draw on their dreams, th…

08/12/2026

6 Uncommon & Desirable Rules of Conduct

6 Uncommon & Desirable Rules of Conduct 1 -Don't Complain: Keep your feelings to yourself. Do what you need to do and stay happy while doing it. 2 -Believe in Yourself: Even if others say you can't do something, trust that you can. Ignore what they think and go for it. 3 -Say Sorry When You’re Wrong: Everyone makes mistakes. When you mess up, admit it quickly....

6 Uncommon & Desirable Rules of Conduct 1 -Don’t Complain: Keep your feelings to yourself. Do what you need to do and stay happy while doing it. 2 -Believe in Yourself: Even if others say…

08/05/2026

You can solve that; everything is “figure-outable”

Too many move on when so close. Too many shut down when inundated with issues. Too many quit. Too many cheat. You only like if you stop. You know the slogan,- Winners never cheat, cheaters never win. Daily discipline wins over fancy flash. Truth triumphs over falsehoods. Strategy, Ex*****on, Deep-Dive analytics and Learning, Extensive experience and moreover,...Results. Winning performance yielding Profitable outcomes,- Quickly.

Too many move on when so close. Too many shut down when inundated with issues. Too many quit. Too many cheat. You only like if you stop. You know the slogan,- Winners never cheat, cheaters never wi…

07/20/2026

https://zebra3performance.wordpress.com/2026/07/20/1301/

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07/20/2026

How are you correcting, preventing faulty algorithm injustice?There are packs of roving sales predators attacking every social media platform, emails, texts and reaching you where valid, substantial offerings cannot get through. Barriers to entry are high costs of technology to bypass blocking algorithms. Many of you don’t even realize how much formerly reliable phone numbers and emails have been wrongfully flagged as spam and your intended comms are not reaching destinations.It’s one thing that the algorithms are flawed but the high crime is you do not know and are not given opportunities to correct or address and in most cases not even informed what the issue is.I live my life on my own terms. And my wife. And most of the people I know. Some people I work with, —Oh, and whatever terms the police haveSometimes all you need is 20 seconds of insane courage and something great will come…- from “We Bought A Zoo”Proven truth.This trend of flaws is rampant also in credit reporting, job applications, and personal media contents. Since these elements are so increasingly important, I believe the need for accuracy and credibility of he evaluation algorithms and need for responsible responsiveness is also increasingly important and currently non- existent. I’ve repeatedly heard of cases where background details are all wrong at credit bureaus, background checks like Spokeo, TrustPilot. What’s recourse to have corrected?What’s the solution?This is where I usually and want to propose answers. Don’t have any so asking for collective responses. Have you found any? What?It’s true most people ignore injustice until it happens to them. If it hasn’t, it will. Let’s get ahead of this. What you got? Suggestions?Been paying for resources to protect and assure that have failed with no fix or remedies. What’s your advice, solutions, thoughts, experience?

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07/16/2026

When AI frees you to think, will you, when?

Mankind took all the collective knowledge of the world and made it quickly accessible on the internet using a smartphone. But still, what is the most money and traffic area on the internet? P**n. Now we have AI freeing our time and evolving and expanding our knowledge but so far, the most effective and utilized arena is fraud, crime, and p**n....

Mankind took all the collective knowledge of the world and made it quickly accessible on the internet using a smartphone. But still, what is the most money and traffic area on the internet? P**n. N…

07/15/2026

Insight Selling Changes How B2B Buyers Think

The traditional playbook for B2B sales no longer works. According to Gartner’s 2024 survey of 632 B2B buyers, 61% prefer a rep-free buying experience, and 73% actively avoid vendors who send irrelevant outreach. By the time buyers contact sales, they’ve already completed 57% to 80% of their purchase journey independently. This shift has rendered the classic “diagnose and prescribe” sales model obsolete....

The traditional playbook for B2B sales no longer works. According to Gartner’s 2024 survey of 632 B2B buyers, 61% prefer a rep-free buying experience, and 73% actively avoid vendors who send irrele…