{"version":"1.0.0","segments":[{"speaker":"Galen Low","startTime":22.32,"endTime":24.509,"body":"You're about 11"},{"speaker":"Galen Low","startTime":22.32,"endTime":24.509,"body":"months into your journey with"},{"speaker":"Galen Low","startTime":24.51,"endTime":27.82,"body":"generative AI, and you've"},{"speaker":"Galen Low","startTime":24.51,"endTime":27.82,"body":"arrived at three conclusions."},{"speaker":"Galen Low","startTime":28.18,"endTime":32.159,"body":"Number one, GenAI's capabilities"},{"speaker":"Galen Low","startTime":28.18,"endTime":32.159,"body":"truly are unprecedented."},{"speaker":"Galen Low","startTime":32.43,"endTime":34.849000000000004,"body":"Your uncle Rastin genuinely"},{"speaker":"Galen Low","startTime":32.43,"endTime":34.849000000000004,"body":"thinks it's sorcery."},{"speaker":"Galen Low","startTime":35.449,"endTime":38.679,"body":"Number two, Generative AI"},{"speaker":"Galen Low","startTime":35.449,"endTime":38.679,"body":"is a global 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discussion."},{"speaker":"Galen Low","startTime":145.659,"endTime":147.649,"body":"I am so happy"},{"speaker":"Galen Low","startTime":145.659,"endTime":147.649,"body":"you came back on the show."},{"speaker":"Galen Low","startTime":147.649,"endTime":150.53,"body":"So Kathleen's been on the"},{"speaker":"Galen Low","startTime":147.649,"endTime":150.53,"body":"show before with Ron Schmelzer"},{"speaker":"Galen Low","startTime":150.539,"endTime":151.6,"body":"and talking about AI."},{"speaker":"Galen Low","startTime":151.84,"endTime":155.23,"body":"Gosh, probably two years"},{"speaker":"Galen Low","startTime":151.84,"endTime":155.23,"body":"ago, maybe two years ago?"},{"speaker":"Kathleen Walch","startTime":155.27,"endTime":155.7,"body":"Maybe."},{"speaker":"Kathleen Walch","startTime":155.7,"endTime":156.99,"body":"I know, time flies, right?"},{"speaker":"Galen Low","startTime":157.06,"endTime":158.6,"body":"It's moving so fast."},{"speaker":"Galen 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Walch","startTime":210.459,"endTime":212.639,"body":"And I always call it the"},{"speaker":"Kathleen Walch","startTime":210.459,"endTime":212.639,"body":"oldest, newest technology"},{"speaker":"Kathleen Walch","startTime":212.669,"endTime":214.50900000000001,"body":"because the term was"},{"speaker":"Kathleen Walch","startTime":212.669,"endTime":214.50900000000001,"body":"officially coined in 1956."},{"speaker":"Kathleen Walch","startTime":215.359,"endTime":219.749,"body":"So it's 70 plus years"},{"speaker":"Kathleen Walch","startTime":215.359,"endTime":219.749,"body":"old, yet it feels so new."},{"speaker":"Kathleen Walch","startTime":219.769,"endTime":220.849,"body":"And why is that?"},{"speaker":"Kathleen Walch","startTime":220.889,"endTime":224.199,"body":"We've been into two previous"},{"speaker":"Kathleen Walch","startTime":220.889,"endTime":224.199,"body":"AI winners, which is a period"},{"speaker":"Kathleen Walch","startTime":224.199,"endTime":226.889,"body":"of decline in investment,"},{"speaker":"Kathleen Walch","startTime":224.199,"endTime":226.889,"body":"decline in popularity."},{"speaker":"Kathleen Walch","startTime":226.989,"endTime":229.669,"body":"Big reasons for that is we over"},{"speaker":"Kathleen Walch","startTime":226.989,"endTime":229.669,"body":"promise and under deliver on"},{"speaker":"Kathleen Walch","startTime":229.669,"endTime":230.889,"body":"what the technology can do."},{"speaker":"Kathleen Walch","startTime":230.949,"endTime":233.269,"body":"So we really need to"},{"speaker":"Kathleen Walch","startTime":230.949,"endTime":233.269,"body":"understand AI as a tool."},{"speaker":"Kathleen Walch","startTime":233.459,"endTime":236.059,"body":"And that it's not good at"},{"speaker":"Kathleen Walch","startTime":233.459,"endTime":236.059,"body":"everything, but it is good"},{"speaker":"Kathleen Walch","startTime":236.089,"endTime":238.079,"body":"at certain things, and"},{"speaker":"Kathleen 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feel like it."},{"speaker":"Kathleen Walch","startTime":251.069,"endTime":254.799,"body":"Where we would have predictive"},{"speaker":"Kathleen Walch","startTime":251.069,"endTime":254.799,"body":"text with our emails or we"},{"speaker":"Kathleen Walch","startTime":254.799,"endTime":256.35900000000004,"body":"would have spam filters, right?"},{"speaker":"Kathleen Walch","startTime":256.35900000000004,"endTime":260.549,"body":"And that would be using AI or"},{"speaker":"Kathleen Walch","startTime":256.35900000000004,"endTime":260.549,"body":"with GPS and driving around,"},{"speaker":"Kathleen Walch","startTime":260.589,"endTime":264.31899999999996,"body":"Waze or Google Maps that would"},{"speaker":"Kathleen Walch","startTime":260.589,"endTime":264.31899999999996,"body":"help us with route optimization."},{"speaker":"Kathleen Walch","startTime":264.429,"endTime":266.799,"body":"But it didn't really feel"},{"speaker":"Kathleen Walch","startTime":264.429,"endTime":266.799,"body":"like AI because it just"},{"speaker":"Kathleen Walch","startTime":266.85900000000004,"endTime":269.099,"body":"was in an application that"},{"speaker":"Kathleen Walch","startTime":266.85900000000004,"endTime":269.099,"body":"we were already using."},{"speaker":"Kathleen Walch","startTime":269.294,"endTime":272.06399999999996,"body":"And then generative AI,"},{"speaker":"Kathleen Walch","startTime":269.294,"endTime":272.06399999999996,"body":"ChatGPT in particular, right?"},{"speaker":"Kathleen Walch","startTime":272.124,"endTime":273.214,"body":"Because it was"},{"speaker":"Kathleen Walch","startTime":272.124,"endTime":273.214,"body":"the first one out."},{"speaker":"Kathleen Walch","startTime":273.284,"endTime":274.554,"body":"Put it in the"},{"speaker":"Kathleen Walch","startTime":273.284,"endTime":274.554,"body":"hands of everybody."},{"speaker":"Kathleen Walch","startTime":274.664,"endTime":277.214,"body":"And so now I was able,"},{"speaker":"Kathleen Walch","startTime":274.664,"endTime":277.214,"body":"it's what we call augmented"},{"speaker":"Kathleen Walch","startTime":277.214,"endTime":279.244,"body":"intelligence, where it's"},{"speaker":"Kathleen Walch","startTime":277.214,"endTime":279.244,"body":"not replacing the human, but"},{"speaker":"Kathleen Walch","startTime":279.244,"endTime":280.45399999999995,"body":"helping you do your job better."},{"speaker":"Kathleen Walch","startTime":280.45399999999995,"endTime":281.93399999999997,"body":"And you could feel it every day."},{"speaker":"Kathleen Walch","startTime":281.93399999999997,"endTime":284.054,"body":"So it would help you write"},{"speaker":"Kathleen Walch","startTime":281.93399999999997,"endTime":284.054,"body":"a better email or help you"},{"speaker":"Kathleen Walch","startTime":284.06399999999996,"endTime":286.45399999999995,"body":"brainstorm, or it could"},{"speaker":"Kathleen Walch","startTime":284.06399999999996,"endTime":286.45399999999995,"body":"help you with translation."},{"speaker":"Kathleen Walch","startTime":286.46400000000006,"endTime":288.894,"body":"It could help you"},{"speaker":"Kathleen Walch","startTime":286.46400000000006,"endTime":288.894,"body":"create images for your"},{"speaker":"Kathleen Walch","startTime":288.904,"endTime":290.044,"body":"PowerPoint presentation."},{"speaker":"Kathleen Walch","startTime":290.124,"endTime":293.634,"body":"And it really felt that"},{"speaker":"Kathleen Walch","startTime":290.124,"endTime":293.634,"body":"collaboration and you saw"},{"speaker":"Kathleen Walch","startTime":293.664,"endTime":294.98400000000004,"body":"the direct benefit from it."},{"speaker":"Kathleen Walch","startTime":295.154,"endTime":298.47400000000005,"body":"That's where, we've seen the"},{"speaker":"Kathleen Walch","startTime":295.154,"endTime":298.47400000000005,"body":"whole world go, and it's been"},{"speaker":"Kathleen Walch","startTime":298.48400000000004,"endTime":301.624,"body":"really wonderful, but then at"},{"speaker":"Kathleen Walch","startTime":298.48400000000004,"endTime":301.624,"body":"the same time, people still"},{"speaker":"Kathleen Walch","startTime":301.624,"endTime":303.69399999999996,"body":"need to understand that it's"},{"speaker":"Kathleen Walch","startTime":301.624,"endTime":303.69399999999996,"body":"a tool, and they still need"},{"speaker":"Kathleen Walch","startTime":303.69399999999996,"endTime":307.44399999999996,"body":"to understand when you should"},{"speaker":"Kathleen Walch","startTime":303.69399999999996,"endTime":307.44399999999996,"body":"and when you shouldn't use AI."},{"speaker":"Galen Low","startTime":307.794,"endTime":310.294,"body":"I love that sort of"},{"speaker":"Galen Low","startTime":307.794,"endTime":310.294,"body":"AI in the background, and now"},{"speaker":"Galen Low","startTime":310.32399999999996,"endTime":313.21400000000006,"body":"AI is like a person, that you"},{"speaker":"Galen 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Low","startTime":350.654,"endTime":354.014,"body":"here, but I like the sort of"},{"speaker":"Galen Low","startTime":354.154,"endTime":355.69399999999996,"body":"prospect of what it brings."},{"speaker":"Galen Low","startTime":355.81399999999996,"endTime":358.034,"body":"I like that people"},{"speaker":"Galen Low","startTime":355.81399999999996,"endTime":358.034,"body":"are talking about it."},{"speaker":"Galen Low","startTime":358.044,"endTime":359.024,"body":"They're embracing it."},{"speaker":"Galen Low","startTime":359.269,"endTime":360.93899999999996,"body":"But, that can be a"},{"speaker":"Galen Low","startTime":359.269,"endTime":360.93899999999996,"body":"complicated thing where"},{"speaker":"Galen Low","startTime":360.94899999999996,"endTime":362.149,"body":"everybody is in there."},{"speaker":"Galen Low","startTime":362.159,"endTime":363.23900000000003,"body":"Everybody has an opinion."},{"speaker":"Galen Low","startTime":363.249,"endTime":365.68899999999996,"body":"Everybody thinks they know"},{"speaker":"Galen Low","startTime":363.249,"endTime":365.68899999999996,"body":"what it does and everybody"},{"speaker":"Galen Low","startTime":365.69899999999996,"endTime":366.96900000000005,"body":"thinks it's for everything."},{"speaker":"Galen Low","startTime":367.72900000000004,"endTime":369.399,"body":"And maybe it's not."},{"speaker":"Galen Low","startTime":369.4,"endTime":371.53,"body":"If I was to put a project"},{"speaker":"Galen Low","startTime":369.4,"endTime":371.53,"body":"management lens on it,"},{"speaker":"Galen Low","startTime":371.53999999999996,"endTime":374.37,"body":"like what are some of your"},{"speaker":"Galen Low","startTime":371.53999999999996,"endTime":374.37,"body":"favorite use cases for"},{"speaker":"Galen Low","startTime":374.37,"endTime":377.94000000000005,"body":"GenAI chat based interfaces"},{"speaker":"Galen Low","startTime":374.37,"endTime":377.94000000000005,"body":"for project management?"},{"speaker":"Kathleen Walch","startTime":378.26,"endTime":379.54999999999995,"body":"Yeah,"},{"speaker":"Kathleen Walch","startTime":378.26,"endTime":379.54999999999995,"body":"that's a great question."},{"speaker":"Kathleen Walch","startTime":379.58000000000004,"endTime":382.24,"body":"And, at Project Management"},{"speaker":"Kathleen Walch","startTime":379.58000000000004,"endTime":382.24,"body":"Institute we have a lot of"},{"speaker":"Kathleen Walch","startTime":382.24,"endTime":385.95000000000005,"body":"learning courses that are"},{"speaker":"Kathleen Walch","startTime":382.24,"endTime":385.95000000000005,"body":"free for members or, pretty"},{"speaker":"Kathleen Walch","startTime":385.95000000000005,"endTime":387.32000000000005,"body":"cheap for non members."},{"speaker":"Kathleen Walch","startTime":387.49,"endTime":389.89,"body":"And we go over a bunch"},{"speaker":"Kathleen Walch","startTime":387.49,"endTime":389.89,"body":"of different use cases."},{"speaker":"Kathleen Walch","startTime":389.91999999999996,"endTime":392.87,"body":"And what I like to say is I"},{"speaker":"Kathleen Walch","startTime":389.91999999999996,"endTime":392.87,"body":"always break it down and I"},{"speaker":"Kathleen Walch","startTime":392.88,"endTime":396.41999999999996,"body":"say, put down a list of all"},{"speaker":"Kathleen Walch","startTime":392.88,"endTime":396.41999999999996,"body":"of the different pain points"},{"speaker":"Kathleen Walch","startTime":396.41999999999996,"endTime":400.09000000000003,"body":"that you have or areas that"},{"speaker":"Kathleen Walch","startTime":396.41999999999996,"endTime":400.09000000000003,"body":"you need help or areas that"},{"speaker":"Kathleen Walch","startTime":400.09000000000003,"endTime":401.15999999999997,"body":"you can see improvement."},{"speaker":"Kathleen Walch","startTime":401.47,"endTime":404.61,"body":"And then figure out which one"},{"speaker":"Kathleen Walch","startTime":401.47,"endTime":404.61,"body":"of those can be easily done"},{"speaker":"Kathleen Walch","startTime":404.70000000000005,"endTime":406.16999999999996,"body":"with a generative AI system."},{"speaker":"Kathleen Walch","startTime":406.35,"endTime":409.55999999999995,"body":"So when we think about project"},{"speaker":"Kathleen Walch","startTime":406.35,"endTime":409.55999999999995,"body":"managers, we always think"},{"speaker":"Kathleen Walch","startTime":409.57000000000005,"endTime":410.89,"body":"about meeting minutes, right?"},{"speaker":"Kathleen Walch","startTime":410.89,"endTime":414.73,"body":"It's like the stereotypical"},{"speaker":"Kathleen Walch","startTime":410.89,"endTime":414.73,"body":"example that we've been given."},{"speaker":"Kathleen Walch","startTime":414.90999999999997,"endTime":418.40999999999997,"body":"So if that's a pain point for"},{"speaker":"Kathleen Walch","startTime":414.90999999999997,"endTime":418.40999999999997,"body":"you, then how do you fix that?"},{"speaker":"Kathleen Walch","startTime":418.44000000000005,"endTime":420.14,"body":"How do you get help with AI?"},{"speaker":"Kathleen Walch","startTime":420.28,"endTime":423.53,"body":"And there's a lot of tools out"},{"speaker":"Kathleen Walch","startTime":420.28,"endTime":423.53,"body":"there that can do that already."},{"speaker":"Kathleen Walch","startTime":423.76,"endTime":426.03,"body":"But then what I always"},{"speaker":"Kathleen Walch","startTime":423.76,"endTime":426.03,"body":"say too is, yes, it's"},{"speaker":"Kathleen Walch","startTime":426.03,"endTime":428.03999999999996,"body":"great to have something"},{"speaker":"Kathleen Walch","startTime":426.03,"endTime":428.03999999999996,"body":"that can help you once."},{"speaker":"Kathleen Walch","startTime":428.04999999999995,"endTime":430.33000000000004,"body":"So we talk about getting"},{"speaker":"Kathleen Walch","startTime":428.04999999999995,"endTime":430.33000000000004,"body":"help with a project charter."},{"speaker":"Kathleen Walch","startTime":430.41999999999996,"endTime":431.53999999999996,"body":"Okay, that's wonderful."},{"speaker":"Kathleen Walch","startTime":431.57000000000005,"endTime":433.70000000000005,"body":"But how many times do you"},{"speaker":"Kathleen Walch","startTime":431.57000000000005,"endTime":433.70000000000005,"body":"do that during a project?"},{"speaker":"Kathleen Walch","startTime":434.0,"endTime":435.08000000000004,"body":"Probably once, right?"},{"speaker":"Kathleen Walch","startTime":435.08000000000004,"endTime":437.14,"body":"I mean, you're not revisiting"},{"speaker":"Kathleen Walch","startTime":435.08000000000004,"endTime":437.14,"body":"a project charter every week."},{"speaker":"Kathleen Walch","startTime":437.35,"endTime":440.36,"body":"What's something that's going"},{"speaker":"Kathleen Walch","startTime":437.35,"endTime":440.36,"body":"to help you on a regular basis?"},{"speaker":"Kathleen Walch","startTime":440.595,"endTime":442.125,"body":"A daily, a weekly basis."},{"speaker":"Kathleen Walch","startTime":442.125,"endTime":444.765,"body":"Maybe that's stakeholder"},{"speaker":"Kathleen Walch","startTime":442.125,"endTime":444.765,"body":"engagement or better"},{"speaker":"Kathleen Walch","startTime":444.765,"endTime":445.68499999999995,"body":"communication, right?"},{"speaker":"Kathleen Walch","startTime":445.71500000000003,"endTime":449.025,"body":"How do I craft emails"},{"speaker":"Kathleen Walch","startTime":445.71500000000003,"endTime":449.025,"body":"or documentation for"},{"speaker":"Kathleen Walch","startTime":449.03499999999997,"endTime":450.18499999999995,"body":"different levels?"},{"speaker":"Kathleen Walch","startTime":450.245,"endTime":452.655,"body":"Sometimes I need to have a"},{"speaker":"Kathleen Walch","startTime":450.245,"endTime":452.655,"body":"high level executive summary"},{"speaker":"Kathleen Walch","startTime":452.655,"endTime":455.17499999999995,"body":"or I need to tailor it towards"},{"speaker":"Kathleen Walch","startTime":452.655,"endTime":455.17499999999995,"body":"stakeholders, or I need to"},{"speaker":"Kathleen Walch","startTime":455.235,"endTime":457.79499999999996,"body":"tailor it towards internal"},{"speaker":"Kathleen Walch","startTime":455.235,"endTime":457.79499999999996,"body":"versus external customers."},{"speaker":"Kathleen Walch","startTime":457.845,"endTime":461.885,"body":"Figure out what Those pain"},{"speaker":"Kathleen Walch","startTime":457.845,"endTime":461.885,"body":"points are and work to address"},{"speaker":"Kathleen Walch","startTime":461.895,"endTime":463.645,"body":"them because that's where"},{"speaker":"Kathleen Walch","startTime":461.895,"endTime":463.645,"body":"you're going to see that"},{"speaker":"Kathleen Walch","startTime":463.645,"endTime":465.20500000000004,"body":"real incremental improvement."},{"speaker":"Kathleen Walch","startTime":465.235,"endTime":467.79499999999996,"body":"And then also I say,"},{"speaker":"Kathleen Walch","startTime":465.235,"endTime":467.79499999999996,"body":"just practice, right?"},{"speaker":"Kathleen Walch","startTime":467.855,"endTime":469.79499999999996,"body":"Because you only get"},{"speaker":"Kathleen Walch","startTime":467.855,"endTime":469.79499999999996,"body":"better with time."},{"speaker":"Kathleen Walch","startTime":469.79499999999996,"endTime":473.245,"body":"There really is very low"},{"speaker":"Kathleen Walch","startTime":469.79499999999996,"endTime":473.245,"body":"failure when it comes"},{"speaker":"Kathleen Walch","startTime":473.245,"endTime":475.91499999999996,"body":"to prompt engineering,"},{"speaker":"Kathleen Walch","startTime":473.245,"endTime":475.91499999999996,"body":"because just redo it."},{"speaker":"Kathleen Walch","startTime":475.96500000000003,"endTime":478.245,"body":"But then this also"},{"speaker":"Kathleen Walch","startTime":475.96500000000003,"endTime":478.245,"body":"brings in what PMI calls"},{"speaker":"Kathleen Walch","startTime":478.245,"endTime":479.375,"body":"power skills, right?"},{"speaker":"Kathleen Walch","startTime":479.405,"endTime":480.78499999999997,"body":"Which are soft skills."},{"speaker":"Kathleen Walch","startTime":481.16999999999996,"endTime":483.94000000000005,"body":"And critical thinking,"},{"speaker":"Kathleen Walch","startTime":481.16999999999996,"endTime":483.94000000000005,"body":"collaboration, communication,"},{"speaker":"Kathleen Walch","startTime":483.94000000000005,"endTime":487.61,"body":"I always say, how do you"},{"speaker":"Kathleen Walch","startTime":483.94000000000005,"endTime":487.61,"body":"use GenAI to help you with"},{"speaker":"Kathleen Walch","startTime":487.61,"endTime":490.32000000000005,"body":"your power skills and how do"},{"speaker":"Kathleen Walch","startTime":487.61,"endTime":490.32000000000005,"body":"your power skills help you"},{"speaker":"Kathleen Walch","startTime":490.34000000000003,"endTime":491.79999999999995,"body":"be better with prompting?"},{"speaker":"Kathleen Walch","startTime":491.95000000000005,"endTime":494.40999999999997,"body":"For example, with communication"},{"speaker":"Kathleen Walch","startTime":491.95000000000005,"endTime":494.40999999999997,"body":"it can help you be a"},{"speaker":"Kathleen Walch","startTime":494.40999999999997,"endTime":495.28,"body":"better communicator, right?"},{"speaker":"Kathleen Walch","startTime":495.28,"endTime":498.11,"body":"Because I said it can help"},{"speaker":"Kathleen Walch","startTime":495.28,"endTime":498.11,"body":"maybe write emails or put it"},{"speaker":"Kathleen Walch","startTime":498.11,"endTime":501.6,"body":"in different tones or shorten"},{"speaker":"Kathleen Walch","startTime":498.11,"endTime":501.6,"body":"things, summarize stuff."},{"speaker":"Kathleen Walch","startTime":501.79499999999996,"endTime":504.265,"body":"But then how does your"},{"speaker":"Kathleen Walch","startTime":501.79499999999996,"endTime":504.265,"body":"communication skills help"},{"speaker":"Kathleen Walch","startTime":504.265,"endTime":505.125,"body":"you be a better prompter?"},{"speaker":"Kathleen Walch","startTime":505.125,"endTime":508.42499999999995,"body":"Maybe you need to tweak your"},{"speaker":"Kathleen Walch","startTime":505.125,"endTime":508.42499999999995,"body":"prompt, or maybe you need"},{"speaker":"Kathleen Walch","startTime":508.45500000000004,"endTime":511.43499999999995,"body":"to change the length of the"},{"speaker":"Kathleen Walch","startTime":508.45500000000004,"endTime":511.43499999999995,"body":"prompt, edit it over time."},{"speaker":"Kathleen Walch","startTime":511.53499999999997,"endTime":514.305,"body":"So I really like to see the"},{"speaker":"Kathleen Walch","startTime":511.53499999999997,"endTime":514.305,"body":"kind of two sides of that"},{"speaker":"Kathleen Walch","startTime":514.305,"endTime":516.525,"body":"coin, how it can help with"},{"speaker":"Kathleen Walch","startTime":514.305,"endTime":516.525,"body":"your power skills and how"},{"speaker":"Kathleen Walch","startTime":516.525,"endTime":519.395,"body":"power skills can help you be"},{"speaker":"Kathleen Walch","startTime":516.525,"endTime":519.395,"body":"better at prompt engineering."},{"speaker":"Galen Low","startTime":519.765,"endTime":521.535,"body":"I wanna come"},{"speaker":"Galen Low","startTime":519.765,"endTime":521.535,"body":"back to that later on."},{"speaker":"Galen Low","startTime":521.625,"endTime":523.755,"body":"But first I wondered if"},{"speaker":"Galen Low","startTime":521.625,"endTime":523.755,"body":"maybe we could zoom out a bit"},{"speaker":"Galen Low","startTime":523.755,"endTime":526.065,"body":"because I have the context,"},{"speaker":"Galen Low","startTime":523.755,"endTime":526.065,"body":"not all of our listeners do."},{"speaker":"Galen Low","startTime":526.275,"endTime":529.065,"body":"But during your time as"},{"speaker":"Galen Low","startTime":526.275,"endTime":529.065,"body":"a Managing Partner at"},{"speaker":"Galen Low","startTime":529.065,"endTime":533.625,"body":"Cognilytica, you co-developed"},{"speaker":"Galen Low","startTime":529.065,"endTime":533.625,"body":"the CPMAI certification,"},{"speaker":"Galen Low","startTime":534.035,"endTime":536.975,"body":"which is a project management"},{"speaker":"Galen Low","startTime":534.035,"endTime":536.975,"body":"framework for specialists."},{"speaker":"Galen Low","startTime":537.125,"endTime":539.675,"body":"And I've written this and tell"},{"speaker":"Galen Low","startTime":537.125,"endTime":539.675,"body":"me if I'm right or wrong, but"},{"speaker":"Galen Low","startTime":539.675,"endTime":541.985,"body":"my interpretation was it was"},{"speaker":"Galen Low","startTime":539.675,"endTime":541.985,"body":"built for specialists like"},{"speaker":"Galen Low","startTime":541.985,"endTime":544.985,"body":"data scientists and analysts"},{"speaker":"Galen Low","startTime":541.985,"endTime":544.985,"body":"working on AI projects."},{"speaker":"Galen Low","startTime":545.245,"endTime":547.915,"body":"And then more recently,"},{"speaker":"Galen Low","startTime":545.245,"endTime":547.915,"body":"Cognolitica joined forces"},{"speaker":"Galen Low","startTime":547.915,"endTime":551.125,"body":"with the Project Management"},{"speaker":"Galen Low","startTime":547.915,"endTime":551.125,"body":"Institute, making CPMAI"},{"speaker":"Galen Low","startTime":551.225,"endTime":554.4549999999999,"body":"like an official part of"},{"speaker":"Galen Low","startTime":551.225,"endTime":554.4549999999999,"body":"the PMI's rather prestigious"},{"speaker":"Galen Low","startTime":554.4649999999999,"endTime":556.595,"body":"portfolio of project"},{"speaker":"Galen Low","startTime":554.4649999999999,"endTime":556.595,"body":"management certifications."},{"speaker":"Galen Low","startTime":556.855,"endTime":560.0849999999999,"body":"And just cause we were talking"},{"speaker":"Galen Low","startTime":556.855,"endTime":560.0849999999999,"body":"about courses and PMI and"},{"speaker":"Galen Low","startTime":560.0849999999999,"endTime":562.505,"body":"learning, I was wondering could"},{"speaker":"Galen Low","startTime":560.0849999999999,"endTime":562.505,"body":"you just talk to me a bit about"},{"speaker":"Galen Low","startTime":562.505,"endTime":565.9449999999999,"body":"who the certification is for"},{"speaker":"Galen Low","startTime":562.505,"endTime":565.9449999999999,"body":"nowadays and how is it different"},{"speaker":"Galen Low","startTime":565.9449999999999,"endTime":569.105,"body":"than say, taking just like the"},{"speaker":"Galen Low","startTime":565.9449999999999,"endTime":569.105,"body":"prompt engineering courses, the,"},{"speaker":"Galen Low","startTime":569.105,"endTime":570.865,"body":"the free one on PMI for members."},{"speaker":"Galen Low","startTime":571.1949999999999,"endTime":574.9649999999999,"body":"Or something on Udemy, what"},{"speaker":"Galen Low","startTime":571.1949999999999,"endTime":574.9649999999999,"body":"makes the  CPMAI certification"},{"speaker":"Galen Low","startTime":574.985,"endTime":575.865,"body":"important and different?"},{"speaker":"Kathleen Walch","startTime":576.245,"endTime":577.605,"body":"Yeah,"},{"speaker":"Kathleen Walch","startTime":576.245,"endTime":577.605,"body":"that's a great question."},{"speaker":"Kathleen Walch","startTime":577.655,"endTime":580.745,"body":"And the  CPMAI certification, I"},{"speaker":"Kathleen Walch","startTime":577.655,"endTime":580.745,"body":"always like to talk about this"},{"speaker":"Kathleen Walch","startTime":580.755,"endTime":582.8349999999999,"body":"as two sides of the coin, right?"},{"speaker":"Kathleen Walch","startTime":582.9449999999999,"endTime":587.155,"body":"95 percent of the conversation"},{"speaker":"Kathleen Walch","startTime":582.9449999999999,"endTime":587.155,"body":"is focused on how can I"},{"speaker":"Kathleen Walch","startTime":587.165,"endTime":589.935,"body":"use AI tools to help me"},{"speaker":"Kathleen Walch","startTime":587.165,"endTime":589.935,"body":"do my job better, right?"},{"speaker":"Kathleen Walch","startTime":589.935,"endTime":592.505,"body":"So we talk about, there's a ton"},{"speaker":"Kathleen Walch","startTime":589.935,"endTime":592.505,"body":"of different tools out there."},{"speaker":"Kathleen Walch","startTime":592.505,"endTime":594.0849999999999,"body":"People always ask me,"},{"speaker":"Kathleen Walch","startTime":592.505,"endTime":594.0849999999999,"body":"what's the best tool?"},{"speaker":"Kathleen Walch","startTime":594.0849999999999,"endTime":596.155,"body":"And I go, it depends on what"},{"speaker":"Kathleen Walch","startTime":594.0849999999999,"endTime":596.155,"body":"you're trying to do, right?"},{"speaker":"Kathleen Walch","startTime":596.2149999999999,"endTime":598.4449999999999,"body":"I mean, new tools come out"},{"speaker":"Kathleen Walch","startTime":596.2149999999999,"endTime":598.4449999999999,"body":"literally every single day."},{"speaker":"Kathleen Walch","startTime":598.645,"endTime":601.7149999999999,"body":"So whatever it is that you're"},{"speaker":"Kathleen Walch","startTime":598.645,"endTime":601.7149999999999,"body":"trying to do, I'm sure that"},{"speaker":"Kathleen Walch","startTime":601.7149999999999,"endTime":604.475,"body":"there's a tool out there and you"},{"speaker":"Kathleen Walch","startTime":601.7149999999999,"endTime":604.475,"body":"need to understand how to use"},{"speaker":"Kathleen Walch","startTime":604.475,"endTime":606.3349999999999,"body":"it and, how to get better at it."},{"speaker":"Kathleen Walch","startTime":606.3349999999999,"endTime":607.865,"body":"But that's about where"},{"speaker":"Kathleen Walch","startTime":606.3349999999999,"endTime":607.865,"body":"95 percent of the"},{"speaker":"Kathleen Walch","startTime":607.865,"endTime":608.5749999999999,"body":"conversations are."},{"speaker":"Kathleen Walch","startTime":608.5749999999999,"endTime":611.235,"body":"And that's where a lot"},{"speaker":"Kathleen Walch","startTime":608.5749999999999,"endTime":611.235,"body":"of the e learning that"},{"speaker":"Kathleen Walch","startTime":611.235,"endTime":613.105,"body":"PMI offers comes in."},{"speaker":"Kathleen Walch","startTime":613.105,"endTime":615.564,"body":"So we have an overview"},{"speaker":"Kathleen Walch","startTime":613.105,"endTime":615.564,"body":"of generative AI,"},{"speaker":"Kathleen Walch","startTime":615.5649999999999,"endTime":617.055,"body":"data landscape for AI."},{"speaker":"Kathleen Walch","startTime":617.0749999999999,"endTime":618.665,"body":"We have our prompt"},{"speaker":"Kathleen Walch","startTime":617.0749999999999,"endTime":618.665,"body":"engineering course."},{"speaker":"Kathleen Walch","startTime":618.785,"endTime":623.0,"body":"We have a applications"},{"speaker":"Kathleen Walch","startTime":618.785,"endTime":623.0,"body":"of AI course as well."},{"speaker":"Kathleen Walch","startTime":623.0,"endTime":625.28,"body":"So it talks about how to"},{"speaker":"Kathleen Walch","startTime":623.0,"endTime":625.28,"body":"put all of these different"},{"speaker":"Kathleen Walch","startTime":625.29,"endTime":627.9,"body":"tools and applications into"},{"speaker":"Kathleen Walch","startTime":625.29,"endTime":627.9,"body":"use as a project manager"},{"speaker":"Kathleen Walch","startTime":628.01,"endTime":629.01,"body":"and a project professional."},{"speaker":"Kathleen Walch","startTime":629.04,"endTime":631.76,"body":"And that's wonderful, but that"},{"speaker":"Kathleen Walch","startTime":629.04,"endTime":631.76,"body":"helps you do your job better."},{"speaker":"Kathleen Walch","startTime":631.91,"endTime":635.22,"body":"Then we have to say as a"},{"speaker":"Kathleen Walch","startTime":631.91,"endTime":635.22,"body":"project manager or a project"},{"speaker":"Kathleen Walch","startTime":635.24,"endTime":638.17,"body":"professional, or these project"},{"speaker":"Kathleen Walch","startTime":635.24,"endTime":638.17,"body":"adjacent that you talked about a"},{"speaker":"Kathleen Walch","startTime":638.17,"endTime":641.67,"body":"data scientist, a data engineer,"},{"speaker":"Kathleen Walch","startTime":638.17,"endTime":641.67,"body":"an AIML engineer, you think"},{"speaker":"Kathleen Walch","startTime":641.68,"endTime":644.7099999999999,"body":"about whatever that title is,"},{"speaker":"Kathleen Walch","startTime":641.68,"endTime":644.7099999999999,"body":"you're being tasked with running"},{"speaker":"Kathleen Walch","startTime":644.7099999999999,"endTime":646.0899999999999,"body":"and managing an AI project."},{"speaker":"Kathleen Walch","startTime":646.2099999999999,"endTime":647.649,"body":"And we have to understand that."},{"speaker":"Kathleen Walch","startTime":647.81,"endTime":651.73,"body":"AI projects are data projects,"},{"speaker":"Kathleen Walch","startTime":647.81,"endTime":651.73,"body":"and so you have to use data"},{"speaker":"Kathleen Walch","startTime":651.73,"endTime":655.0899999999999,"body":"centric methodologies, and you"},{"speaker":"Kathleen Walch","startTime":651.73,"endTime":655.0899999999999,"body":"can't, run it in a traditional"},{"speaker":"Kathleen Walch","startTime":655.1,"endTime":658.18,"body":"software application development"},{"speaker":"Kathleen Walch","startTime":655.1,"endTime":658.18,"body":"style, or you're going to"},{"speaker":"Kathleen Walch","startTime":658.18,"endTime":661.14,"body":"quickly realize that's not the"},{"speaker":"Kathleen Walch","startTime":658.18,"endTime":661.14,"body":"right approach and your project"},{"speaker":"Kathleen Walch","startTime":661.24,"endTime":662.74,"body":"has a higher rate of failure."},{"speaker":"Kathleen Walch","startTime":662.985,"endTime":666.355,"body":"A number of years ago now,"},{"speaker":"Kathleen Walch","startTime":662.985,"endTime":666.355,"body":"that's when we developed the"},{"speaker":"Kathleen Walch","startTime":666.355,"endTime":669.9449999999999,"body":"CPMAI methodology, because"},{"speaker":"Kathleen Walch","startTime":666.355,"endTime":669.9449999999999,"body":"organizations were coming to"},{"speaker":"Kathleen Walch","startTime":669.9449999999999,"endTime":672.985,"body":"us and saying, and this was,"},{"speaker":"Kathleen Walch","startTime":669.9449999999999,"endTime":672.985,"body":"again, seven or eight years ago,"},{"speaker":"Kathleen Walch","startTime":672.985,"endTime":676.035,"body":"well before generative AI was"},{"speaker":"Kathleen Walch","startTime":672.985,"endTime":676.035,"body":"around, we needed to build these"},{"speaker":"Kathleen Walch","startTime":676.035,"endTime":679.225,"body":"systems from scratch, figure out"},{"speaker":"Kathleen Walch","startTime":676.035,"endTime":679.225,"body":"what algorithm we needed, have"},{"speaker":"Kathleen Walch","startTime":679.235,"endTime":680.355,"body":"all of our data requirements."},{"speaker":"Kathleen Walch","startTime":680.365,"endTime":683.145,"body":"A lot of it is still the"},{"speaker":"Kathleen Walch","startTime":680.365,"endTime":683.145,"body":"same, even if we are using"},{"speaker":"Kathleen Walch","startTime":683.145,"endTime":685.5649999999999,"body":"one of these, but they"},{"speaker":"Kathleen Walch","startTime":683.145,"endTime":685.5649999999999,"body":"said, where do we begin?"},{"speaker":"Kathleen Walch","startTime":685.755,"endTime":687.9449999999999,"body":"And so we looked out there,"},{"speaker":"Kathleen Walch","startTime":685.755,"endTime":687.9449999999999,"body":"and there really was no"},{"speaker":"Kathleen Walch","startTime":687.9449999999999,"endTime":689.0849999999999,"body":"step by step approach."},{"speaker":"Kathleen Walch","startTime":689.3299999999999,"endTime":692.88,"body":"So we created CPMAI methodology"},{"speaker":"Kathleen Walch","startTime":689.3299999999999,"endTime":692.88,"body":"with a large bank and a large"},{"speaker":"Kathleen Walch","startTime":692.88,"endTime":696.31,"body":"government institution to have"},{"speaker":"Kathleen Walch","startTime":692.88,"endTime":696.31,"body":"that step by step approach."},{"speaker":"Kathleen Walch","startTime":696.48,"endTime":699.99,"body":"And now back in September of"},{"speaker":"Kathleen Walch","startTime":696.48,"endTime":699.99,"body":"2024, we officially joined"},{"speaker":"Kathleen Walch","startTime":700.15,"endTime":702.14,"body":"PMI, they acquired Cognilytica."},{"speaker":"Kathleen Walch","startTime":702.16,"endTime":705.47,"body":"So now CPMAI is an official"},{"speaker":"Kathleen Walch","startTime":702.16,"endTime":705.47,"body":"PMI certification and it's"},{"speaker":"Kathleen Walch","startTime":705.47,"endTime":706.89,"body":"so incredibly wonderful."},{"speaker":"Kathleen Walch","startTime":706.97,"endTime":711.62,"body":"It always has been for project"},{"speaker":"Kathleen Walch","startTime":706.97,"endTime":711.62,"body":"managers, project professionals,"},{"speaker":"Kathleen Walch","startTime":711.8149999999999,"endTime":715.2049999999999,"body":"product managers as well,"},{"speaker":"Kathleen Walch","startTime":711.8149999999999,"endTime":715.2049999999999,"body":"but then going beyond that,"},{"speaker":"Kathleen Walch","startTime":715.2149999999999,"endTime":717.135,"body":"those project adjacent folks."},{"speaker":"Kathleen Walch","startTime":717.135,"endTime":719.435,"body":"I always give this example,"},{"speaker":"Kathleen Walch","startTime":717.135,"endTime":719.435,"body":"my husband's a software"},{"speaker":"Kathleen Walch","startTime":719.435,"endTime":722.6949999999999,"body":"engineer, has been for"},{"speaker":"Kathleen Walch","startTime":719.435,"endTime":722.6949999999999,"body":"about two decades now."},{"speaker":"Kathleen Walch","startTime":722.985,"endTime":726.495,"body":"He sometimes needs to run"},{"speaker":"Kathleen Walch","startTime":722.985,"endTime":726.495,"body":"and manage projects, and"},{"speaker":"Kathleen Walch","startTime":726.495,"endTime":728.405,"body":"if he's being tasked with"},{"speaker":"Kathleen Walch","startTime":726.495,"endTime":728.405,"body":"running and managing an AI"},{"speaker":"Kathleen Walch","startTime":728.6949999999999,"endTime":732.04,"body":"project, He doesn't identify"},{"speaker":"Kathleen Walch","startTime":728.6949999999999,"endTime":732.04,"body":"as a project manager, nor"},{"speaker":"Kathleen Walch","startTime":732.2099999999999,"endTime":735.36,"body":"would he ever identify as"},{"speaker":"Kathleen Walch","startTime":732.2099999999999,"endTime":735.36,"body":"a project manager, right?"},{"speaker":"Kathleen Walch","startTime":735.36,"endTime":737.89,"body":"Because being a software"},{"speaker":"Kathleen Walch","startTime":735.36,"endTime":737.89,"body":"engineer is how he identifies,"},{"speaker":"Kathleen Walch","startTime":738.0,"endTime":740.23,"body":"but he's put in that position."},{"speaker":"Kathleen Walch","startTime":740.41,"endTime":743.4499999999999,"body":"And more and more, we're"},{"speaker":"Kathleen Walch","startTime":740.41,"endTime":743.4499999999999,"body":"seeing that, especially with"},{"speaker":"Kathleen Walch","startTime":743.4499999999999,"endTime":746.3199999999999,"body":"AI projects, people who don't"},{"speaker":"Kathleen Walch","startTime":743.4499999999999,"endTime":746.3199999999999,"body":"traditionally identify as a"},{"speaker":"Kathleen Walch","startTime":746.3199999999999,"endTime":749.68,"body":"project manager are being put"},{"speaker":"Kathleen Walch","startTime":746.3199999999999,"endTime":749.68,"body":"in that project management role."},{"speaker":"Kathleen Walch","startTime":749.79,"endTime":753.2099999999999,"body":"And so this certification really"},{"speaker":"Kathleen Walch","startTime":749.79,"endTime":753.2099999999999,"body":"is for everybody who fits in"},{"speaker":"Kathleen Walch","startTime":753.22,"endTime":754.28,"body":"those different categories."},{"speaker":"Galen Low","startTime":754.735,"endTime":755.9449999999999,"body":"I think it's really"},{"speaker":"Galen Low","startTime":754.735,"endTime":755.9449999999999,"body":"important what you said."},{"speaker":"Galen Low","startTime":755.9549999999999,"endTime":758.8349999999999,"body":"I didn't know that you started"},{"speaker":"Galen Low","startTime":755.9549999999999,"endTime":758.8349999999999,"body":"this out with a government"},{"speaker":"Galen Low","startTime":758.865,"endTime":760.4549999999999,"body":"institution and a bank."},{"speaker":"Galen Low","startTime":760.615,"endTime":762.4549999999999,"body":"And when you're talking about"},{"speaker":"Galen Low","startTime":760.615,"endTime":762.4549999999999,"body":"the difference between a"},{"speaker":"Galen Low","startTime":762.4549999999999,"endTime":765.7149999999999,"body":"software project and a data"},{"speaker":"Galen Low","startTime":762.4549999999999,"endTime":765.7149999999999,"body":"project, and you think about"},{"speaker":"Galen Low","startTime":765.895,"endTime":768.595,"body":"data that a bank might have"},{"speaker":"Galen Low","startTime":765.895,"endTime":768.595,"body":"or the government, serious"},{"speaker":"Galen Low","startTime":768.595,"endTime":770.765,"body":"business, and it actually it"},{"speaker":"Galen Low","startTime":768.595,"endTime":770.765,"body":"brings it into sharp relief"},{"speaker":"Galen Low","startTime":770.775,"endTime":773.595,"body":"for me, the idea that, yeah,"},{"speaker":"Galen Low","startTime":770.775,"endTime":773.595,"body":"you can't necessarily run"},{"speaker":"Galen Low","startTime":773.595,"endTime":774.685,"body":"it like a regular project."},{"speaker":"Galen Low","startTime":774.7149999999999,"endTime":777.045,"body":"There's things to take into"},{"speaker":"Galen Low","startTime":774.7149999999999,"endTime":777.045,"body":"account and consideration."},{"speaker":"Galen Low","startTime":777.165,"endTime":780.275,"body":"And I agree with you now that"},{"speaker":"Galen Low","startTime":777.165,"endTime":780.275,"body":"like more and more, you want"},{"speaker":"Galen Low","startTime":780.275,"endTime":782.655,"body":"the whole team to have that"},{"speaker":"Galen Low","startTime":780.275,"endTime":782.655,"body":"sensibility because we've"},{"speaker":"Galen Low","startTime":782.655,"endTime":784.095,"body":"seen it gone wrong ethically."},{"speaker":"Galen Low","startTime":784.095,"endTime":786.0649999999999,"body":"We've seen it gone wrong in"},{"speaker":"Galen Low","startTime":784.095,"endTime":786.0649999999999,"body":"terms of just printing too"},{"speaker":"Galen Low","startTime":786.0649999999999,"endTime":788.035,"body":"fast towards a goal that"},{"speaker":"Galen Low","startTime":786.0649999999999,"endTime":788.035,"body":"we don't really know with a"},{"speaker":"Galen Low","startTime":788.035,"endTime":791.615,"body":"technology that's moving very"},{"speaker":"Galen Low","startTime":788.035,"endTime":791.615,"body":"fast and culturally is shifting"},{"speaker":"Galen Low","startTime":791.615,"endTime":793.725,"body":"in terms of our, people's"},{"speaker":"Galen Low","startTime":791.615,"endTime":793.725,"body":"adoptions and their feelings"},{"speaker":"Galen Low","startTime":793.725,"endTime":794.925,"body":"and their anxiety around it."},{"speaker":"Galen Low","startTime":795.635,"endTime":799.235,"body":"I really like that notion that"},{"speaker":"Galen Low","startTime":795.635,"endTime":799.235,"body":"it's an understanding of how"},{"speaker":"Galen Low","startTime":799.235,"endTime":802.6949999999999,"body":"to make a data project that"},{"speaker":"Galen Low","startTime":799.235,"endTime":802.6949999999999,"body":"involves AI or machine learning"},{"speaker":"Galen Low","startTime":802.865,"endTime":806.9549999999999,"body":"go well, because sometimes the"},{"speaker":"Galen Low","startTime":802.865,"endTime":806.9549999999999,"body":"regular approach, the software"},{"speaker":"Galen Low","startTime":806.9549999999999,"endTime":810.005,"body":"development approach might"},{"speaker":"Galen Low","startTime":806.9549999999999,"endTime":810.005,"body":"not yield the right result."},{"speaker":"Galen Low","startTime":810.035,"endTime":811.015,"body":"You might hit that dead end."},{"speaker":"Galen Low","startTime":811.015,"endTime":813.035,"body":"You might hit these roadblocks"},{"speaker":"Galen Low","startTime":811.015,"endTime":813.035,"body":"that you could probably"},{"speaker":"Galen Low","startTime":813.035,"endTime":814.995,"body":"avoid if you were thinking"},{"speaker":"Galen Low","startTime":813.035,"endTime":814.995,"body":"about it, ahead of time."},{"speaker":"Kathleen Walch","startTime":815.23,"endTime":816.62,"body":"Yeah, and"},{"speaker":"Kathleen Walch","startTime":815.23,"endTime":816.62,"body":"I always like to frame"},{"speaker":"Kathleen Walch","startTime":816.62,"endTime":819.76,"body":"it to where with software"},{"speaker":"Kathleen Walch","startTime":816.62,"endTime":819.76,"body":"development, code is the"},{"speaker":"Kathleen Walch","startTime":819.76,"endTime":820.87,"body":"most important part, right?"},{"speaker":"Kathleen Walch","startTime":820.87,"endTime":822.86,"body":"Like you would never give"},{"speaker":"Kathleen Walch","startTime":820.87,"endTime":822.86,"body":"away your code because that"},{"speaker":"Kathleen Walch","startTime":822.89,"endTime":824.0,"body":"is your most important part."},{"speaker":"Kathleen Walch","startTime":824.05,"endTime":827.16,"body":"But with an AI project, data"},{"speaker":"Kathleen Walch","startTime":824.05,"endTime":827.16,"body":"is your most important part."},{"speaker":"Kathleen Walch","startTime":827.16,"endTime":828.51,"body":"So you would never"},{"speaker":"Kathleen Walch","startTime":827.16,"endTime":828.51,"body":"give that away."},{"speaker":"Kathleen Walch","startTime":828.52,"endTime":831.67,"body":"And code is a really small"},{"speaker":"Kathleen Walch","startTime":828.52,"endTime":831.67,"body":"part of it and not a super"},{"speaker":"Kathleen Walch","startTime":831.67,"endTime":832.81,"body":"critical part of it, right?"},{"speaker":"Kathleen Walch","startTime":832.8399999999999,"endTime":833.79,"body":"It's your data."},{"speaker":"Kathleen Walch","startTime":833.8,"endTime":835.0899999999999,"body":"It's the data that's unique."},{"speaker":"Kathleen Walch","startTime":835.0899999999999,"endTime":837.06,"body":"It's the data that's"},{"speaker":"Kathleen Walch","startTime":835.0899999999999,"endTime":837.06,"body":"going to make or break"},{"speaker":"Kathleen Walch","startTime":837.06,"endTime":837.81,"body":"this project, right?"},{"speaker":"Kathleen Walch","startTime":837.81,"endTime":839.18,"body":"We say garbage in"},{"speaker":"Kathleen Walch","startTime":837.81,"endTime":839.18,"body":"is garbage out."},{"speaker":"Kathleen Walch","startTime":839.27,"endTime":841.16,"body":"And I think that"},{"speaker":"Kathleen Walch","startTime":839.27,"endTime":841.16,"body":"helps frame it too."},{"speaker":"Kathleen Walch","startTime":841.395,"endTime":845.045,"body":"Especially if you have somebody"},{"speaker":"Kathleen Walch","startTime":841.395,"endTime":845.045,"body":"who's project adjacent, not"},{"speaker":"Kathleen Walch","startTime":845.045,"endTime":847.905,"body":"a traditional project manager"},{"speaker":"Kathleen Walch","startTime":845.045,"endTime":847.905,"body":"where they need to understand,"},{"speaker":"Kathleen Walch","startTime":847.925,"endTime":850.995,"body":"okay, that's how I need to shift"},{"speaker":"Kathleen Walch","startTime":847.925,"endTime":850.995,"body":"in my mindset, or it's not about"},{"speaker":"Kathleen Walch","startTime":850.995,"endTime":852.425,"body":"the code, it's about the data."},{"speaker":"Kathleen Walch","startTime":852.635,"endTime":854.9649999999999,"body":"And that's why I need a"},{"speaker":"Kathleen Walch","startTime":852.635,"endTime":854.9649999999999,"body":"data centric methodology."},{"speaker":"Galen Low","startTime":855.345,"endTime":856.735,"body":"There's so"},{"speaker":"Galen Low","startTime":855.345,"endTime":856.735,"body":"many places I want to go"},{"speaker":"Galen Low","startTime":856.735,"endTime":858.635,"body":"with that, but I'll try"},{"speaker":"Galen Low","startTime":856.735,"endTime":858.635,"body":"and stay on top of it."},{"speaker":"Galen Low","startTime":858.645,"endTime":862.0849999999999,"body":"But I think that's a wonderful"},{"speaker":"Galen Low","startTime":858.645,"endTime":862.0849999999999,"body":"slash mind blowing point that."},{"speaker":"Galen Low","startTime":862.3,"endTime":865.79,"body":"Like data is the important bit"},{"speaker":"Galen Low","startTime":862.3,"endTime":865.79,"body":"coming out of a data project."},{"speaker":"Galen Low","startTime":865.88,"endTime":867.6,"body":"Code is almost secondary."},{"speaker":"Galen Low","startTime":867.65,"endTime":870.52,"body":"It's off to the side, it's a"},{"speaker":"Galen Low","startTime":867.65,"endTime":870.52,"body":"weird idea, at least for me."},{"speaker":"Galen Low","startTime":870.52,"endTime":873.74,"body":"Coming from like a digital"},{"speaker":"Galen Low","startTime":870.52,"endTime":873.74,"body":"space, but I really like it."},{"speaker":"Galen Low","startTime":874.37,"endTime":877.16,"body":"I thought maybe I'd shift"},{"speaker":"Galen Low","startTime":874.37,"endTime":877.16,"body":"it back around to career"},{"speaker":"Galen Low","startTime":877.16,"endTime":879.63,"body":"and certifications because"},{"speaker":"Galen Low","startTime":877.16,"endTime":879.63,"body":"I know a lot of folks in my"},{"speaker":"Galen Low","startTime":879.63,"endTime":883.7099999999999,"body":"community, yes, the PMP is a"},{"speaker":"Galen Low","startTime":879.63,"endTime":883.7099999999999,"body":"great credential and it has a"},{"speaker":"Galen Low","startTime":883.7099999999999,"endTime":885.0699999999999,"body":"lot of weight in the industry."},{"speaker":"Galen Low","startTime":885.11,"endTime":887.0799999999999,"body":"And I think a lot of people look"},{"speaker":"Galen Low","startTime":885.11,"endTime":887.0799999999999,"body":"to it after they've been doing a"},{"speaker":"Galen Low","startTime":887.0799999999999,"endTime":889.99,"body":"job a while as a project manager"},{"speaker":"Galen Low","startTime":887.0799999999999,"endTime":889.99,"body":"or even being project adjacent"},{"speaker":"Galen Low","startTime":889.99,"endTime":891.9399999999999,"body":"and just accruing a bunch"},{"speaker":"Galen Low","startTime":889.99,"endTime":891.9399999999999,"body":"of project management hours."},{"speaker":"Galen Low","startTime":892.0,"endTime":896.25,"body":"PMP is like the pinnacle thing"},{"speaker":"Galen Low","startTime":892.0,"endTime":896.25,"body":"to get to tell people on your CV"},{"speaker":"Galen Low","startTime":896.25,"endTime":899.1,"body":"and in your, profile and in job"},{"speaker":"Galen Low","startTime":896.25,"endTime":899.1,"body":"interviews that, you're serious."},{"speaker":"Galen Low","startTime":899.11,"endTime":901.17,"body":"Like you play at this level,"},{"speaker":"Galen Low","startTime":899.11,"endTime":901.17,"body":"you're in demand and you"},{"speaker":"Galen Low","startTime":901.17,"endTime":902.16,"body":"should probably get paid more."},{"speaker":"Galen Low","startTime":902.3199999999999,"endTime":905.02,"body":"So now that CPMAI is"},{"speaker":"Galen Low","startTime":902.3199999999999,"endTime":905.02,"body":"in the mix as well."},{"speaker":"Galen Low","startTime":905.2049999999999,"endTime":908.155,"body":"Like I'm wondering if"},{"speaker":"Galen Low","startTime":905.2049999999999,"endTime":908.155,"body":"employers in the AI-enabled"},{"speaker":"Galen Low","startTime":908.175,"endTime":910.615,"body":"software space, or actually,"},{"speaker":"Galen Low","startTime":908.175,"endTime":910.615,"body":"I guess, maybe anywhere"},{"speaker":"Galen Low","startTime":910.725,"endTime":913.395,"body":"are they looking for the"},{"speaker":"Galen Low","startTime":910.725,"endTime":913.395,"body":"CPMAI certification already?"},{"speaker":"Galen Low","startTime":913.505,"endTime":915.305,"body":"Or in your mind, is this"},{"speaker":"Galen Low","startTime":913.505,"endTime":915.305,"body":"more about sort of like"},{"speaker":"Galen Low","startTime":915.3249999999999,"endTime":918.015,"body":"practical on the job skills"},{"speaker":"Galen Low","startTime":915.3249999999999,"endTime":918.015,"body":"for somebody who's already"},{"speaker":"Galen Low","startTime":918.015,"endTime":920.025,"body":"working on AI and data projects?"},{"speaker":"Galen Low","startTime":920.105,"endTime":923.235,"body":"Is it something that can make"},{"speaker":"Galen Low","startTime":920.105,"endTime":923.235,"body":"a project manager stand out?"},{"speaker":"Galen Low","startTime":923.52,"endTime":924.35,"body":"Is it for that?"},{"speaker":"Kathleen Walch","startTime":924.5,"endTime":924.81,"body":"Yes."},{"speaker":"Kathleen Walch","startTime":924.87,"endTime":925.67,"body":"Oh, absolutely."},{"speaker":"Kathleen Walch","startTime":925.67,"endTime":926.05,"body":"It is."},{"speaker":"Kathleen Walch","startTime":926.24,"endTime":927.55,"body":"And we see that, you're right."},{"speaker":"Kathleen Walch","startTime":927.56,"endTime":929.5,"body":"The PMP is the pinnacle, right?"},{"speaker":"Kathleen Walch","startTime":929.5,"endTime":932.3199999999999,"body":"It is our gold standard"},{"speaker":"Kathleen Walch","startTime":929.5,"endTime":932.3199999999999,"body":"certification at PMI."},{"speaker":"Kathleen Walch","startTime":932.3199999999999,"endTime":934.8299999999999,"body":"And so we're working on"},{"speaker":"Kathleen Walch","startTime":932.3199999999999,"endTime":934.8299999999999,"body":"making other certifications"},{"speaker":"Kathleen Walch","startTime":934.85,"endTime":936.02,"body":"gold standards as well."},{"speaker":"Kathleen Walch","startTime":936.1899999999999,"endTime":937.35,"body":"And so what does"},{"speaker":"Kathleen Walch","startTime":936.1899999999999,"endTime":937.35,"body":"that mean, right?"},{"speaker":"Kathleen Walch","startTime":937.35,"endTime":938.9599999999999,"body":"And it's, incredibly robust."},{"speaker":"Kathleen Walch","startTime":938.9599999999999,"endTime":940.63,"body":"It goes through a lot"},{"speaker":"Kathleen Walch","startTime":938.9599999999999,"endTime":940.63,"body":"of different steps."},{"speaker":"Kathleen Walch","startTime":940.63,"endTime":942.8199999999999,"body":"There's a lot of different"},{"speaker":"Kathleen Walch","startTime":940.63,"endTime":942.8199999999999,"body":"requirements to make"},{"speaker":"Kathleen Walch","startTime":942.8199999999999,"endTime":943.68,"body":"it a gold standard."},{"speaker":"Kathleen Walch","startTime":943.68,"endTime":947.3199999999999,"body":"And so we are working to get"},{"speaker":"Kathleen Walch","startTime":943.68,"endTime":947.3199999999999,"body":"CPMAI to become a gold standard"},{"speaker":"Kathleen Walch","startTime":947.3399999999999,"endTime":951.39,"body":"as well, and it does let"},{"speaker":"Kathleen Walch","startTime":947.3399999999999,"endTime":951.39,"body":"employers know that you know how"},{"speaker":"Kathleen Walch","startTime":951.42,"endTime":952.9399999999999,"body":"to run and manage AI projects."},{"speaker":"Kathleen Walch","startTime":953.0,"endTime":954.66,"body":"You've been level"},{"speaker":"Kathleen Walch","startTime":953.0,"endTime":954.66,"body":"set on terminology."},{"speaker":"Kathleen Walch","startTime":954.67,"endTime":957.05,"body":"You've been level set on"},{"speaker":"Kathleen Walch","startTime":954.67,"endTime":957.05,"body":"what AI can and cannot do."},{"speaker":"Kathleen Walch","startTime":957.06,"endTime":960.8399999999999,"body":"You've been level set on"},{"speaker":"Kathleen Walch","startTime":957.06,"endTime":960.8399999999999,"body":"the, six phases of CPMAI,"},{"speaker":"Kathleen Walch","startTime":960.86,"endTime":963.0899999999999,"body":"and you know how to run"},{"speaker":"Kathleen Walch","startTime":960.86,"endTime":963.0899999999999,"body":"your projects like a data"},{"speaker":"Kathleen Walch","startTime":963.0899999999999,"endTime":965.3,"body":"project and following this"},{"speaker":"Kathleen Walch","startTime":963.0899999999999,"endTime":965.3,"body":"step by step approach."},{"speaker":"Kathleen Walch","startTime":965.3299999999999,"endTime":968.9599999999999,"body":"Because far too often, we've"},{"speaker":"Kathleen Walch","startTime":965.3299999999999,"endTime":968.9599999999999,"body":"seen organizations Not have a"},{"speaker":"Kathleen Walch","startTime":968.9599999999999,"endTime":972.9,"body":"plan, and that's for a number of"},{"speaker":"Kathleen Walch","startTime":968.9599999999999,"endTime":972.9,"body":"different reasons, this industry"},{"speaker":"Kathleen Walch","startTime":972.9,"endTime":976.38,"body":"really is moving fast, people"},{"speaker":"Kathleen Walch","startTime":972.9,"endTime":976.38,"body":"feel FOMO fear of missing out,"},{"speaker":"Kathleen Walch","startTime":976.54,"endTime":979.0699999999999,"body":"they are like, our competition"},{"speaker":"Kathleen Walch","startTime":976.54,"endTime":979.0699999999999,"body":"is doing it, we need to do it,"},{"speaker":"Kathleen Walch","startTime":979.0899999999999,"endTime":981.4399999999999,"body":"we're just gonna move forward,"},{"speaker":"Kathleen Walch","startTime":979.0899999999999,"endTime":981.4399999999999,"body":"and it's okay, we can move"},{"speaker":"Kathleen Walch","startTime":981.4399999999999,"endTime":982.81,"body":"forward, but let's have a plan."},{"speaker":"Kathleen Walch","startTime":983.045,"endTime":984.905,"body":"And so that's what"},{"speaker":"Kathleen Walch","startTime":983.045,"endTime":984.905,"body":"CPMAI does, right?"},{"speaker":"Kathleen Walch","startTime":984.905,"endTime":986.2049999999999,"body":"And it's this step"},{"speaker":"Kathleen Walch","startTime":984.905,"endTime":986.2049999999999,"body":"by step approach."},{"speaker":"Kathleen Walch","startTime":986.2049999999999,"endTime":988.285,"body":"So we start with phase one,"},{"speaker":"Kathleen Walch","startTime":986.2049999999999,"endTime":988.285,"body":"business understanding."},{"speaker":"Kathleen Walch","startTime":988.375,"endTime":990.105,"body":"What problem are"},{"speaker":"Kathleen Walch","startTime":988.375,"endTime":990.105,"body":"we trying to solve?"},{"speaker":"Kathleen Walch","startTime":990.125,"endTime":993.165,"body":"And I know this sounds"},{"speaker":"Kathleen Walch","startTime":990.125,"endTime":993.165,"body":"so simple, but so many"},{"speaker":"Kathleen Walch","startTime":993.165,"endTime":994.4649999999999,"body":"projects skip that step."},{"speaker":"Kathleen Walch","startTime":994.8349999999999,"endTime":996.685,"body":"And so it's, what problem"},{"speaker":"Kathleen Walch","startTime":994.8349999999999,"endTime":996.685,"body":"are we trying to solve?"},{"speaker":"Kathleen Walch","startTime":996.725,"endTime":998.265,"body":"Is AI the right solution?"},{"speaker":"Kathleen Walch","startTime":998.305,"endTime":1000.765,"body":"And then we have an AI go no go"},{"speaker":"Kathleen Walch","startTime":998.305,"endTime":1000.765,"body":"that we need to go through, that"},{"speaker":"Kathleen Walch","startTime":1000.765,"endTime":1003.3249999999999,"body":"walks through data feasibility,"},{"speaker":"Kathleen Walch","startTime":1000.765,"endTime":1003.3249999999999,"body":"business feasibility, and"},{"speaker":"Kathleen Walch","startTime":1003.3249999999999,"endTime":1004.725,"body":"implementation feasibility."},{"speaker":"Kathleen Walch","startTime":1004.855,"endTime":1006.685,"body":"And we think about these"},{"speaker":"Kathleen Walch","startTime":1004.855,"endTime":1006.685,"body":"like traffic lights."},{"speaker":"Kathleen Walch","startTime":1006.6949999999999,"endTime":1008.805,"body":"So if they're all green,"},{"speaker":"Kathleen Walch","startTime":1006.6949999999999,"endTime":1008.805,"body":"your chances of project"},{"speaker":"Kathleen Walch","startTime":1008.805,"endTime":1009.875,"body":"success are pretty high."},{"speaker":"Kathleen Walch","startTime":1009.9549999999999,"endTime":1013.5849999999999,"body":"If they're yellow or red,"},{"speaker":"Kathleen Walch","startTime":1009.9549999999999,"endTime":1013.5849999999999,"body":"Your chances of failure are"},{"speaker":"Kathleen Walch","startTime":1013.5849999999999,"endTime":1016.025,"body":"increasing, and doesn't mean"},{"speaker":"Kathleen Walch","startTime":1013.5849999999999,"endTime":1016.025,"body":"you can't move forward, but"},{"speaker":"Kathleen Walch","startTime":1016.025,"endTime":1018.755,"body":"we say proceed with caution,"},{"speaker":"Kathleen Walch","startTime":1016.025,"endTime":1018.755,"body":"and know that there might"},{"speaker":"Kathleen Walch","startTime":1018.755,"endTime":1021.175,"body":"be some stumbling blocks, or"},{"speaker":"Kathleen Walch","startTime":1018.755,"endTime":1021.175,"body":"know that your project might"},{"speaker":"Kathleen Walch","startTime":1021.175,"endTime":1023.285,"body":"not succeed as you think."},{"speaker":"Kathleen Walch","startTime":1023.435,"endTime":1026.835,"body":"One of them is what is the"},{"speaker":"Kathleen Walch","startTime":1023.435,"endTime":1026.835,"body":"ROI, the return on investment"},{"speaker":"Kathleen Walch","startTime":1026.865,"endTime":1030.065,"body":"of your project, and a lot of"},{"speaker":"Kathleen Walch","startTime":1026.865,"endTime":1030.065,"body":"organizations don't necessarily"},{"speaker":"Kathleen Walch","startTime":1030.075,"endTime":1032.615,"body":"think about that up front,"},{"speaker":"Kathleen Walch","startTime":1030.075,"endTime":1032.615,"body":"nor maybe measure it at all,"},{"speaker":"Kathleen Walch","startTime":1032.905,"endTime":1035.585,"body":"and so it doesn't need to be"},{"speaker":"Kathleen Walch","startTime":1032.905,"endTime":1035.585,"body":"a financial return, but you"},{"speaker":"Kathleen Walch","startTime":1035.585,"endTime":1038.675,"body":"have to have some return,"},{"speaker":"Kathleen Walch","startTime":1035.585,"endTime":1038.675,"body":"and if you're not measuring"},{"speaker":"Kathleen Walch","startTime":1038.675,"endTime":1042.53,"body":"that, then the project itself"},{"speaker":"Kathleen Walch","startTime":1038.675,"endTime":1042.53,"body":"could be a success, right?"},{"speaker":"Kathleen Walch","startTime":1042.54,"endTime":1045.49,"body":"Technically it did what"},{"speaker":"Kathleen Walch","startTime":1042.54,"endTime":1045.49,"body":"it was supposed to, but at"},{"speaker":"Kathleen Walch","startTime":1045.49,"endTime":1049.22,"body":"a super high cost, that's"},{"speaker":"Kathleen Walch","startTime":1045.49,"endTime":1049.22,"body":"actually negative, right?"},{"speaker":"Kathleen Walch","startTime":1049.22,"endTime":1051.48,"body":"You had a negative"},{"speaker":"Kathleen Walch","startTime":1049.22,"endTime":1051.48,"body":"return on investment."},{"speaker":"Kathleen Walch","startTime":1051.61,"endTime":1054.07,"body":"And if you're not measuring"},{"speaker":"Kathleen Walch","startTime":1051.61,"endTime":1054.07,"body":"that, you have no idea."},{"speaker":"Kathleen Walch","startTime":1054.3799999999999,"endTime":1056.26,"body":"And so you go, Oh, this"},{"speaker":"Kathleen Walch","startTime":1054.3799999999999,"endTime":1056.26,"body":"was successful, but why are"},{"speaker":"Kathleen Walch","startTime":1056.26,"endTime":1057.6299999999999,"body":"we suddenly, in the red?"},{"speaker":"Kathleen Walch","startTime":1057.6399999999999,"endTime":1060.07,"body":"And it's because your return"},{"speaker":"Kathleen Walch","startTime":1057.6399999999999,"endTime":1060.07,"body":"on investment was not a"},{"speaker":"Kathleen Walch","startTime":1060.07,"endTime":1061.58,"body":"positive return on investment."},{"speaker":"Kathleen Walch","startTime":1061.76,"endTime":1063.55,"body":"And that's what we've"},{"speaker":"Kathleen Walch","startTime":1061.76,"endTime":1063.55,"body":"seen far too often."},{"speaker":"Kathleen Walch","startTime":1063.78,"endTime":1065.76,"body":"And so CPMAI helps with that."},{"speaker":"Kathleen Walch","startTime":1066.135,"endTime":1069.735,"body":"And it does signal to"},{"speaker":"Kathleen Walch","startTime":1066.135,"endTime":1069.735,"body":"employers that you have the"},{"speaker":"Kathleen Walch","startTime":1069.735,"endTime":1072.405,"body":"skill set to run and manage"},{"speaker":"Kathleen Walch","startTime":1069.735,"endTime":1072.405,"body":"an AI project, that you have"},{"speaker":"Kathleen Walch","startTime":1072.405,"endTime":1075.425,"body":"gone through this very robust"},{"speaker":"Kathleen Walch","startTime":1072.405,"endTime":1075.425,"body":"training and certification,"},{"speaker":"Kathleen Walch","startTime":1075.455,"endTime":1078.175,"body":"and you're certified"},{"speaker":"Kathleen Walch","startTime":1075.455,"endTime":1078.175,"body":"with a PMI certification."},{"speaker":"Galen Low","startTime":1078.345,"endTime":1080.5049999999999,"body":"It's funny because"},{"speaker":"Galen Low","startTime":1078.345,"endTime":1080.5049999999999,"body":"I'm like, for folks listening,"},{"speaker":"Galen Low","startTime":1080.625,"endTime":1083.605,"body":"I keep Moving my mouse,"},{"speaker":"Galen Low","startTime":1080.625,"endTime":1083.605,"body":"looking for the like clap"},{"speaker":"Galen Low","startTime":1083.665,"endTime":1087.135,"body":"reaction, like in Zoom or"},{"speaker":"Galen Low","startTime":1083.665,"endTime":1087.135,"body":"Google Meet, and I'm like yes."},{"speaker":"Galen Low","startTime":1087.225,"endTime":1089.315,"body":"And by the way, if you're"},{"speaker":"Galen Low","startTime":1087.225,"endTime":1089.315,"body":"somebody who is interested in"},{"speaker":"Galen Low","startTime":1089.345,"endTime":1093.105,"body":"the CPMAI and wanted to leverage"},{"speaker":"Galen Low","startTime":1089.345,"endTime":1093.105,"body":"like the CPMAI credential in"},{"speaker":"Galen Low","startTime":1093.105,"endTime":1095.665,"body":"a job interview to someone"},{"speaker":"Galen Low","startTime":1093.105,"endTime":1095.665,"body":"who didn't know what the CPMAI"},{"speaker":"Galen Low","startTime":1095.685,"endTime":1099.355,"body":"certification was, just take"},{"speaker":"Galen Low","startTime":1095.685,"endTime":1099.355,"body":"that clip of Kathleen just now,"},{"speaker":"Galen Low","startTime":1099.405,"endTime":1100.7749999999999,"body":"and then just transcribe it."},{"speaker":"Galen Low","startTime":1101.085,"endTime":1103.535,"body":"Use it in your interview,"},{"speaker":"Galen Low","startTime":1101.085,"endTime":1103.535,"body":"because honestly, that was such"},{"speaker":"Galen Low","startTime":1103.535,"endTime":1108.215,"body":"a crisp and clear explanation"},{"speaker":"Galen Low","startTime":1103.535,"endTime":1108.215,"body":"of like why this matters and"},{"speaker":"Galen Low","startTime":1108.215,"endTime":1109.7749999999999,"body":"why it is a bit different."},{"speaker":"Galen Low","startTime":1109.935,"endTime":1112.245,"body":"And to your point, some of"},{"speaker":"Galen Low","startTime":1109.935,"endTime":1112.245,"body":"the things are like, yeah,"},{"speaker":"Galen Low","startTime":1112.245,"endTime":1115.635,"body":"this seems like maybe, quote"},{"speaker":"Galen Low","startTime":1112.245,"endTime":1115.635,"body":"unquote common sense or, other"},{"speaker":"Galen Low","startTime":1115.635,"endTime":1117.715,"body":"frameworks, do consider this."},{"speaker":"Galen Low","startTime":1117.975,"endTime":1120.5249999999999,"body":"But when you're talking"},{"speaker":"Galen Low","startTime":1117.975,"endTime":1120.5249999999999,"body":"about like data, the speed"},{"speaker":"Galen Low","startTime":1120.5249999999999,"endTime":1123.875,"body":"of technology and that"},{"speaker":"Galen Low","startTime":1120.5249999999999,"endTime":1123.875,"body":"urge for businesses to"},{"speaker":"Galen Low","startTime":1123.875,"endTime":1126.075,"body":"just right now, everyone's"},{"speaker":"Galen Low","startTime":1123.875,"endTime":1126.075,"body":"just running at it yet."},{"speaker":"Galen Low","startTime":1126.085,"endTime":1129.355,"body":"Like you said, like trying to"},{"speaker":"Galen Low","startTime":1126.085,"endTime":1129.355,"body":"stay competitive, they might not"},{"speaker":"Galen Low","startTime":1129.585,"endTime":1134.145,"body":"even know why they need AI to be"},{"speaker":"Galen Low","startTime":1129.585,"endTime":1134.145,"body":"a part of their product or their"},{"speaker":"Galen Low","startTime":1134.165,"endTime":1136.205,"body":"organization or their solutions."},{"speaker":"Galen Low","startTime":1136.425,"endTime":1139.585,"body":"And I just liked that there is a"},{"speaker":"Galen Low","startTime":1136.425,"endTime":1139.585,"body":"bit of a framework around that."},{"speaker":"Galen Low","startTime":1139.7749999999999,"endTime":1142.52,"body":"I'm curious because"},{"speaker":"Galen Low","startTime":1139.7749999999999,"endTime":1142.52,"body":"project managers, we"},{"speaker":"Galen Low","startTime":1142.52,"endTime":1143.6399999999999,"body":"love our frameworks."},{"speaker":"Galen Low","startTime":1143.66,"endTime":1144.77,"body":"We love our methodologies."},{"speaker":"Galen Low","startTime":1144.81,"endTime":1146.03,"body":"We love our certifications."},{"speaker":"Galen Low","startTime":1146.26,"endTime":1147.62,"body":"And then we get in"},{"speaker":"Galen Low","startTime":1146.26,"endTime":1147.62,"body":"big fights about them."},{"speaker":"Galen Low","startTime":1147.62,"endTime":1148.1399999999999,"body":"You know what I mean?"},{"speaker":"Galen Low","startTime":1148.61,"endTime":1152.3899999999999,"body":"Like we're guilty sometimes"},{"speaker":"Galen Low","startTime":1148.61,"endTime":1152.3899999999999,"body":"of creating camps and factions"},{"speaker":"Galen Low","startTime":1152.62,"endTime":1155.46,"body":"and whether or not they were"},{"speaker":"Galen Low","startTime":1152.62,"endTime":1155.46,"body":"intended to be rivals, we still"},{"speaker":"Galen Low","startTime":1155.46,"endTime":1156.6399999999999,"body":"put them against one another."},{"speaker":"Galen Low","startTime":1156.76,"endTime":1158.8999999999999,"body":"And then you go into an"},{"speaker":"Galen Low","startTime":1156.76,"endTime":1158.8999999999999,"body":"organization, they're like,"},{"speaker":"Galen Low","startTime":1158.8999999999999,"endTime":1160.16,"body":"we run projects this way."},{"speaker":"Galen Low","startTime":1160.16,"endTime":1161.7,"body":"And you're like, I'd"},{"speaker":"Galen Low","startTime":1160.16,"endTime":1161.7,"body":"like to run it this way."},{"speaker":"Galen Low","startTime":1161.7,"endTime":1162.86,"body":"And then there's"},{"speaker":"Galen Low","startTime":1161.7,"endTime":1162.86,"body":"a big fist fight."},{"speaker":"Galen Low","startTime":1164.3799999999999,"endTime":1166.1399999999999,"body":"Do you find that to be the"},{"speaker":"Galen Low","startTime":1164.3799999999999,"endTime":1166.1399999999999,"body":"case with folks who are"},{"speaker":"Galen Low","startTime":1166.1399999999999,"endTime":1166.99,"body":"going through this program?"},{"speaker":"Galen Low","startTime":1166.99,"endTime":1170.16,"body":"They go out, they're like, Hey,"},{"speaker":"Galen Low","startTime":1166.99,"endTime":1170.16,"body":"now I know how to run a sort of"},{"speaker":"Galen Low","startTime":1170.16,"endTime":1171.8999999999999,"body":"data ML, AI-oriented project."},{"speaker":"Galen Low","startTime":1172.08,"endTime":1173.8899999999999,"body":"But my team doesn't"},{"speaker":"Galen Low","startTime":1172.08,"endTime":1173.8899999999999,"body":"want to do these things."},{"speaker":"Galen Low","startTime":1174.71,"endTime":1177.1,"body":"I'm trying to like preach"},{"speaker":"Galen Low","startTime":1174.71,"endTime":1177.1,"body":"to them and they're like,"},{"speaker":"Galen Low","startTime":1177.1,"endTime":1178.43,"body":"no, we do it this way."},{"speaker":"Galen Low","startTime":1178.45,"endTime":1179.8899999999999,"body":"And this is how"},{"speaker":"Galen Low","startTime":1178.45,"endTime":1179.8899999999999,"body":"we're going to do it."},{"speaker":"Galen Low","startTime":1180.1,"endTime":1182.21,"body":"Do you find it's an uphill"},{"speaker":"Galen Low","startTime":1180.1,"endTime":1182.21,"body":"battle getting people and"},{"speaker":"Galen Low","startTime":1182.21,"endTime":1186.54,"body":"teams and organizations like"},{"speaker":"Galen Low","startTime":1182.21,"endTime":1186.54,"body":"on side with the phases and"},{"speaker":"Galen Low","startTime":1186.54,"endTime":1187.76,"body":"the steps within the framework?"},{"speaker":"Kathleen Walch","startTime":1188.24,"endTime":1190.07,"body":"So folks"},{"speaker":"Kathleen Walch","startTime":1188.24,"endTime":1190.07,"body":"that take it obviously"},{"speaker":"Kathleen Walch","startTime":1190.08,"endTime":1191.18,"body":"see the light, right?"},{"speaker":"Kathleen Walch","startTime":1191.18,"endTime":1192.44,"body":"And they go, wow,"},{"speaker":"Kathleen Walch","startTime":1191.18,"endTime":1192.44,"body":"this is wonderful."},{"speaker":"Kathleen Walch","startTime":1192.44,"endTime":1195.03,"body":"And then they do need to bring"},{"speaker":"Kathleen Walch","startTime":1192.44,"endTime":1195.03,"body":"that back to their organization"},{"speaker":"Kathleen Walch","startTime":1195.29,"endTime":1196.69,"body":"where this is different."},{"speaker":"Kathleen Walch","startTime":1197.125,"endTime":1197.7749999999999,"body":"I get it, right?"},{"speaker":"Kathleen Walch","startTime":1197.7749999999999,"endTime":1202.0249999999999,"body":"It's predictive, waterfall,"},{"speaker":"Kathleen Walch","startTime":1197.7749999999999,"endTime":1202.0249999999999,"body":"hybrid, agile all"},{"speaker":"Kathleen Walch","startTime":1202.0249999999999,"endTime":1202.875,"body":"these different terms."},{"speaker":"Kathleen Walch","startTime":1202.875,"endTime":1203.955,"body":"How do you run a project?"},{"speaker":"Kathleen Walch","startTime":1203.955,"endTime":1206.415,"body":"Usually it ends up"},{"speaker":"Kathleen Walch","startTime":1203.955,"endTime":1206.415,"body":"being hybrid, agile is a"},{"speaker":"Kathleen Walch","startTime":1206.415,"endTime":1207.935,"body":"real term for a reason."},{"speaker":"Kathleen Walch","startTime":1208.425,"endTime":1208.665,"body":"I know."},{"speaker":"Kathleen Walch","startTime":1209.575,"endTime":1212.555,"body":"When you run your project, your"},{"speaker":"Kathleen Walch","startTime":1209.575,"endTime":1212.555,"body":"AI project, like a software"},{"speaker":"Kathleen Walch","startTime":1212.555,"endTime":1215.975,"body":"application project, you'll"},{"speaker":"Kathleen Walch","startTime":1212.555,"endTime":1215.975,"body":"realize that it doesn't work"},{"speaker":"Kathleen Walch","startTime":1216.0049999999999,"endTime":1219.405,"body":"and you have to bring in a"},{"speaker":"Kathleen Walch","startTime":1216.0049999999999,"endTime":1219.405,"body":"different set of skills and a"},{"speaker":"Kathleen Walch","startTime":1219.405,"endTime":1220.975,"body":"different step by step approach."},{"speaker":"Kathleen Walch","startTime":1221.115,"endTime":1223.155,"body":"And you can run it"},{"speaker":"Kathleen Walch","startTime":1221.115,"endTime":1223.155,"body":"in an agile way."},{"speaker":"Kathleen Walch","startTime":1223.59,"endTime":1225.74,"body":"So it should be small"},{"speaker":"Kathleen Walch","startTime":1223.59,"endTime":1225.74,"body":"iterative sprints."},{"speaker":"Kathleen Walch","startTime":1225.98,"endTime":1229.58,"body":"We shouldn't be running it in"},{"speaker":"Kathleen Walch","startTime":1225.98,"endTime":1229.58,"body":"that, predictive waterfall way."},{"speaker":"Kathleen Walch","startTime":1230.55,"endTime":1234.05,"body":"Folks realize they look to"},{"speaker":"Kathleen Walch","startTime":1230.55,"endTime":1234.05,"body":"this because they've done it"},{"speaker":"Kathleen Walch","startTime":1234.08,"endTime":1236.31,"body":"and it's been failing and they"},{"speaker":"Kathleen Walch","startTime":1234.08,"endTime":1236.31,"body":"need to do something else."},{"speaker":"Kathleen Walch","startTime":1236.32,"endTime":1240.545,"body":"So a lot of people who find"},{"speaker":"Kathleen Walch","startTime":1236.32,"endTime":1240.545,"body":"this methodology Have been"},{"speaker":"Kathleen Walch","startTime":1240.615,"endTime":1244.325,"body":"running into those problems and"},{"speaker":"Kathleen Walch","startTime":1240.615,"endTime":1244.325,"body":"understand that they need to get"},{"speaker":"Kathleen Walch","startTime":1244.325,"endTime":1248.305,"body":"on board with something because"},{"speaker":"Kathleen Walch","startTime":1244.325,"endTime":1248.305,"body":"it's not working the other"},{"speaker":"Kathleen Walch","startTime":1248.305,"endTime":1249.485,"body":"ways that they're doing it."},{"speaker":"Kathleen Walch","startTime":1249.695,"endTime":1250.735,"body":"So that's what we've seen."},{"speaker":"Kathleen Walch","startTime":1250.795,"endTime":1253.815,"body":"Also, some folks are, they"},{"speaker":"Kathleen Walch","startTime":1250.795,"endTime":1253.815,"body":"get ahead of it and they go, I"},{"speaker":"Kathleen Walch","startTime":1253.815,"endTime":1255.0249999999999,"body":"want to move into this space."},{"speaker":"Kathleen Walch","startTime":1255.135,"endTime":1257.495,"body":"I need to understand"},{"speaker":"Kathleen Walch","startTime":1255.135,"endTime":1257.495,"body":"this and we give a really"},{"speaker":"Kathleen Walch","startTime":1257.495,"endTime":1258.5249999999999,"body":"comprehensive training."},{"speaker":"Kathleen Walch","startTime":1258.5249999999999,"endTime":1260.155,"body":"So it's for everybody, right?"},{"speaker":"Kathleen Walch","startTime":1260.155,"endTime":1262.915,"body":"You do not need to have"},{"speaker":"Kathleen Walch","startTime":1260.155,"endTime":1262.915,"body":"had a project under your"},{"speaker":"Kathleen Walch","startTime":1262.915,"endTime":1264.0149999999999,"body":"belt to get started."},{"speaker":"Kathleen Walch","startTime":1264.25,"endTime":1267.23,"body":"You currently don't have"},{"speaker":"Kathleen Walch","startTime":1264.25,"endTime":1267.23,"body":"to have any requirements."},{"speaker":"Kathleen Walch","startTime":1267.23,"endTime":1269.72,"body":"I know PMP has some pretty"},{"speaker":"Kathleen Walch","startTime":1267.23,"endTime":1269.72,"body":"robust requirements and we're"},{"speaker":"Kathleen Walch","startTime":1269.72,"endTime":1272.06,"body":"working towards that with our"},{"speaker":"Kathleen Walch","startTime":1269.72,"endTime":1272.06,"body":"gold standard certification."},{"speaker":"Kathleen Walch","startTime":1272.06,"endTime":1274.99,"body":"But for now, you don't need"},{"speaker":"Kathleen Walch","startTime":1272.06,"endTime":1274.99,"body":"requirements, which is nice"},{"speaker":"Kathleen Walch","startTime":1274.99,"endTime":1276.16,"body":"because anybody can take it."},{"speaker":"Kathleen Walch","startTime":1276.3899999999999,"endTime":1278.92,"body":"And it really walks"},{"speaker":"Kathleen Walch","startTime":1276.3899999999999,"endTime":1278.92,"body":"you through everything."},{"speaker":"Kathleen Walch","startTime":1278.92,"endTime":1281.31,"body":"So it first level"},{"speaker":"Kathleen Walch","startTime":1278.92,"endTime":1281.31,"body":"sets on terminology."},{"speaker":"Kathleen Walch","startTime":1281.33,"endTime":1283.24,"body":"And folks think that they"},{"speaker":"Kathleen Walch","startTime":1281.33,"endTime":1283.24,"body":"know terms and they're"},{"speaker":"Kathleen Walch","startTime":1283.24,"endTime":1284.12,"body":"like, Oh, I don't need this."},{"speaker":"Kathleen Walch","startTime":1284.12,"endTime":1285.83,"body":"And then they get into it and"},{"speaker":"Kathleen Walch","startTime":1284.12,"endTime":1285.83,"body":"they're like, Wow, I didn't"},{"speaker":"Kathleen Walch","startTime":1285.84,"endTime":1287.59,"body":"realize what I didn't know."},{"speaker":"Kathleen Walch","startTime":1287.73,"endTime":1289.3899999999999,"body":"And this really was"},{"speaker":"Kathleen Walch","startTime":1287.73,"endTime":1289.3899999999999,"body":"a great level set."},{"speaker":"Kathleen Walch","startTime":1289.49,"endTime":1291.5,"body":"And that's what we say"},{"speaker":"Kathleen Walch","startTime":1289.49,"endTime":1291.5,"body":"for teams too, right?"},{"speaker":"Kathleen Walch","startTime":1291.5,"endTime":1293.1399999999999,"body":"You want the team"},{"speaker":"Kathleen Walch","startTime":1291.5,"endTime":1293.1399999999999,"body":"to get on board."},{"speaker":"Kathleen Walch","startTime":1293.42,"endTime":1295.99,"body":"Which is the same reason"},{"speaker":"Kathleen Walch","startTime":1293.42,"endTime":1295.99,"body":"that you take a PMP, and"},{"speaker":"Kathleen Walch","startTime":1295.99,"endTime":1298.79,"body":"that you hire PMP, because"},{"speaker":"Kathleen Walch","startTime":1295.99,"endTime":1298.79,"body":"it's that terminology"},{"speaker":"Kathleen Walch","startTime":1298.81,"endTime":1299.49,"body":"that you want, right?"},{"speaker":"Kathleen Walch","startTime":1299.49,"endTime":1301.05,"body":"It's everybody's"},{"speaker":"Kathleen Walch","startTime":1299.49,"endTime":1301.05,"body":"on the same page."},{"speaker":"Kathleen Walch","startTime":1301.22,"endTime":1303.1,"body":"Everybody uses the"},{"speaker":"Kathleen Walch","startTime":1301.22,"endTime":1303.1,"body":"same terminology."},{"speaker":"Kathleen Walch","startTime":1303.17,"endTime":1305.57,"body":"Everybody has the same basic"},{"speaker":"Kathleen Walch","startTime":1303.17,"endTime":1305.57,"body":"level of understanding."},{"speaker":"Kathleen Walch","startTime":1305.75,"endTime":1307.98,"body":"When it comes to CPMAI,"},{"speaker":"Kathleen Walch","startTime":1305.75,"endTime":1307.98,"body":"it's no different."},{"speaker":"Galen Low","startTime":1308.235,"endTime":1308.885,"body":"I really like that."},{"speaker":"Galen Low","startTime":1308.895,"endTime":1311.7649999999999,"body":"And actually, I love your"},{"speaker":"Galen Low","startTime":1308.895,"endTime":1311.7649999999999,"body":"framing on it because I realized"},{"speaker":"Galen Low","startTime":1311.7649999999999,"endTime":1314.095,"body":"that I probably made it seem"},{"speaker":"Galen Low","startTime":1311.7649999999999,"endTime":1314.095,"body":"like it's a methodology,"},{"speaker":"Galen Low","startTime":1314.095,"endTime":1316.2649999999999,"body":"but if I'm understanding it"},{"speaker":"Galen Low","startTime":1314.095,"endTime":1316.2649999999999,"body":"correctly, it just layers on"},{"speaker":"Galen Low","startTime":1316.295,"endTime":1319.105,"body":"in terms of, you may have a"},{"speaker":"Galen Low","startTime":1316.295,"endTime":1319.105,"body":"certain way of working, these"},{"speaker":"Galen Low","startTime":1319.105,"endTime":1322.475,"body":"are considerations and steps"},{"speaker":"Galen Low","startTime":1319.105,"endTime":1322.475,"body":"that you can weave into that."},{"speaker":"Kathleen Walch","startTime":1322.865,"endTime":1325.045,"body":"Yeah, we call it"},{"speaker":"Kathleen Walch","startTime":1322.865,"endTime":1325.045,"body":"a methodology, but then people"},{"speaker":"Kathleen Walch","startTime":1325.045,"endTime":1326.5249999999999,"body":"get tripped up on that term."},{"speaker":"Kathleen Walch","startTime":1326.555,"endTime":1329.155,"body":"And so we always say,"},{"speaker":"Kathleen Walch","startTime":1326.555,"endTime":1329.155,"body":"look, don't get tripped"},{"speaker":"Kathleen Walch","startTime":1329.155,"endTime":1330.125,"body":"up on terminology."},{"speaker":"Kathleen Walch","startTime":1330.135,"endTime":1332.285,"body":"You just need to follow"},{"speaker":"Kathleen Walch","startTime":1330.135,"endTime":1332.285,"body":"something for success."},{"speaker":"Kathleen Walch","startTime":1332.495,"endTime":1334.825,"body":"And so you can call"},{"speaker":"Kathleen Walch","startTime":1332.495,"endTime":1334.825,"body":"it a framework."},{"speaker":"Kathleen Walch","startTime":1334.825,"endTime":1336.545,"body":"You can call it a"},{"speaker":"Kathleen Walch","startTime":1334.825,"endTime":1336.545,"body":"step by step approach."},{"speaker":"Kathleen Walch","startTime":1336.545,"endTime":1339.045,"body":"You can call it a"},{"speaker":"Kathleen Walch","startTime":1336.545,"endTime":1339.045,"body":"methodology, but understand"},{"speaker":"Kathleen Walch","startTime":1339.075,"endTime":1340.5149999999999,"body":"that it is six phases."},{"speaker":"Kathleen Walch","startTime":1340.665,"endTime":1341.835,"body":"It's iterative."},{"speaker":"Kathleen Walch","startTime":1342.0149999999999,"endTime":1345.185,"body":"You can go back a phase or"},{"speaker":"Kathleen Walch","startTime":1342.0149999999999,"endTime":1345.185,"body":"two or three if you need."},{"speaker":"Kathleen Walch","startTime":1345.185,"endTime":1346.7649999999999,"body":"So we start with"},{"speaker":"Kathleen Walch","startTime":1345.185,"endTime":1346.7649999999999,"body":"business understanding."},{"speaker":"Kathleen Walch","startTime":1347.07,"endTime":1349.09,"body":"Then we go to data"},{"speaker":"Kathleen Walch","startTime":1347.07,"endTime":1349.09,"body":"understanding, so what data"},{"speaker":"Kathleen Walch","startTime":1349.09,"endTime":1351.84,"body":"do we need, the sources of"},{"speaker":"Kathleen Walch","startTime":1349.09,"endTime":1351.84,"body":"that data, is it internal,"},{"speaker":"Kathleen Walch","startTime":1351.91,"endTime":1354.17,"body":"is it external, do we"},{"speaker":"Kathleen Walch","startTime":1351.91,"endTime":1354.17,"body":"have access to that data?"},{"speaker":"Kathleen Walch","startTime":1354.6399999999999,"endTime":1357.67,"body":"Then we know we need to"},{"speaker":"Kathleen Walch","startTime":1354.6399999999999,"endTime":1357.67,"body":"clean our data, so data"},{"speaker":"Kathleen Walch","startTime":1357.67,"endTime":1358.6,"body":"cleaning is the next step."},{"speaker":"Kathleen Walch","startTime":1358.6,"endTime":1361.09,"body":"Unfortunately, data is"},{"speaker":"Kathleen Walch","startTime":1358.6,"endTime":1361.09,"body":"never clean and nice,"},{"speaker":"Kathleen Walch","startTime":1361.12,"endTime":1363.66,"body":"and it's always messy,"},{"speaker":"Kathleen Walch","startTime":1361.12,"endTime":1363.66,"body":"especially unstructured data."},{"speaker":"Kathleen Walch","startTime":1363.96,"endTime":1365.41,"body":"Then we get to our"},{"speaker":"Kathleen Walch","startTime":1363.96,"endTime":1365.41,"body":"model development."},{"speaker":"Kathleen Walch","startTime":1365.43,"endTime":1368.0,"body":"So now we're actually,"},{"speaker":"Kathleen Walch","startTime":1365.43,"endTime":1368.0,"body":"doing the fun stuff."},{"speaker":"Kathleen Walch","startTime":1368.02,"endTime":1370.61,"body":"I air quote that, which"},{"speaker":"Kathleen Walch","startTime":1368.02,"endTime":1370.61,"body":"is where people usually"},{"speaker":"Kathleen Walch","startTime":1370.61,"endTime":1373.37,"body":"start and skip those super"},{"speaker":"Kathleen Walch","startTime":1370.61,"endTime":1373.37,"body":"critical beginning steps."},{"speaker":"Kathleen Walch","startTime":1373.655,"endTime":1376.0149999999999,"body":"Then we have to test it, make"},{"speaker":"Kathleen Walch","startTime":1373.655,"endTime":1376.0149999999999,"body":"sure that it's performing"},{"speaker":"Kathleen Walch","startTime":1376.0149999999999,"endTime":1378.595,"body":"as expected, which also is"},{"speaker":"Kathleen Walch","startTime":1376.0149999999999,"endTime":1378.595,"body":"a really critical step and"},{"speaker":"Kathleen Walch","startTime":1378.595,"endTime":1381.945,"body":"sometimes people skip and"},{"speaker":"Kathleen Walch","startTime":1378.595,"endTime":1381.945,"body":"then things go wonky and they"},{"speaker":"Kathleen Walch","startTime":1381.945,"endTime":1385.895,"body":"wonder why it's hallucinating"},{"speaker":"Kathleen Walch","startTime":1381.945,"endTime":1385.895,"body":"and giving terrible results"},{"speaker":"Kathleen Walch","startTime":1385.915,"endTime":1387.425,"body":"or not performing as expected."},{"speaker":"Kathleen Walch","startTime":1387.615,"endTime":1389.125,"body":"And then we"},{"speaker":"Kathleen Walch","startTime":1387.615,"endTime":1389.125,"body":"operationalize it, right?"},{"speaker":"Kathleen Walch","startTime":1389.125,"endTime":1390.355,"body":"We put it into the real world."},{"speaker":"Kathleen Walch","startTime":1390.405,"endTime":1392.595,"body":"And so we should be doing"},{"speaker":"Kathleen Walch","startTime":1390.405,"endTime":1392.595,"body":"these in small iterative"},{"speaker":"Kathleen Walch","startTime":1392.845,"endTime":1396.965,"body":"phases and steps, each"},{"speaker":"Kathleen Walch","startTime":1392.845,"endTime":1396.965,"body":"iteration of CPMAI should"},{"speaker":"Kathleen Walch","startTime":1396.975,"endTime":1398.675,"body":"take about two weeks, right?"},{"speaker":"Kathleen Walch","startTime":1398.735,"endTime":1399.685,"body":"Like a sprint."},{"speaker":"Kathleen Walch","startTime":1399.795,"endTime":1403.665,"body":"It should not be taking seven"},{"speaker":"Kathleen Walch","startTime":1399.795,"endTime":1403.665,"body":"months or twelve months."},{"speaker":"Kathleen Walch","startTime":1404.065,"endTime":1407.585,"body":"That's more of that waterfall,"},{"speaker":"Kathleen Walch","startTime":1404.065,"endTime":1407.585,"body":"predictive approach, and"},{"speaker":"Kathleen Walch","startTime":1407.785,"endTime":1410.145,"body":"think about how much the"},{"speaker":"Kathleen Walch","startTime":1407.785,"endTime":1410.145,"body":"world changes in seven months."},{"speaker":"Kathleen Walch","startTime":1410.51,"endTime":1412.37,"body":"But for a number of"},{"speaker":"Kathleen Walch","startTime":1410.51,"endTime":1412.37,"body":"reasons, this is what"},{"speaker":"Kathleen Walch","startTime":1412.3799999999999,"endTime":1414.3999999999999,"body":"happens, and usually because"},{"speaker":"Kathleen Walch","startTime":1412.3799999999999,"endTime":1414.3999999999999,"body":"people get tripped up at"},{"speaker":"Kathleen Walch","startTime":1414.3999999999999,"endTime":1415.44,"body":"the data phase, right?"},{"speaker":"Kathleen Walch","startTime":1415.46,"endTime":1417.52,"body":"Data understanding, where they"},{"speaker":"Kathleen Walch","startTime":1415.46,"endTime":1417.52,"body":"don't have access to that data,"},{"speaker":"Kathleen Walch","startTime":1417.52,"endTime":1420.75,"body":"and so it takes weeks and months"},{"speaker":"Kathleen Walch","startTime":1417.52,"endTime":1420.75,"body":"to get access to that data."},{"speaker":"Kathleen Walch","startTime":1420.81,"endTime":1423.82,"body":"And we say, okay think big,"},{"speaker":"Kathleen Walch","startTime":1420.81,"endTime":1423.82,"body":"start small, and iterate often."},{"speaker":"Kathleen Walch","startTime":1423.82,"endTime":1428.16,"body":"So start smaller, pick a"},{"speaker":"Kathleen Walch","startTime":1423.82,"endTime":1428.16,"body":"smaller data set, or, really"},{"speaker":"Kathleen Walch","startTime":1428.3899999999999,"endTime":1431.53,"body":"control that scope and pare it"},{"speaker":"Kathleen Walch","startTime":1428.3899999999999,"endTime":1431.53,"body":"down a lot and say, what's the"},{"speaker":"Kathleen Walch","startTime":1431.53,"endTime":1432.76,"body":"smallest thing that I can do?"},{"speaker":"Kathleen Walch","startTime":1433.035,"endTime":1435.115,"body":"That will provide an"},{"speaker":"Kathleen Walch","startTime":1433.035,"endTime":1435.115,"body":"incremental value and"},{"speaker":"Kathleen Walch","startTime":1435.115,"endTime":1436.745,"body":"provide that positive ROI."},{"speaker":"Kathleen Walch","startTime":1437.0249999999999,"endTime":1437.905,"body":"Show wins."},{"speaker":"Kathleen Walch","startTime":1438.085,"endTime":1439.625,"body":"And then we can continue"},{"speaker":"Kathleen Walch","startTime":1438.085,"endTime":1439.625,"body":"to move forward, right?"},{"speaker":"Kathleen Walch","startTime":1439.625,"endTime":1441.895,"body":"And just iterate more in the"},{"speaker":"Kathleen Walch","startTime":1439.625,"endTime":1441.895,"body":"next phase, the next step."},{"speaker":"Kathleen Walch","startTime":1442.095,"endTime":1445.315,"body":"Because far too often we"},{"speaker":"Kathleen Walch","startTime":1442.095,"endTime":1445.315,"body":"see that it's taking way too"},{"speaker":"Kathleen Walch","startTime":1445.315,"endTime":1448.895,"body":"long and then people give up"},{"speaker":"Kathleen Walch","startTime":1445.315,"endTime":1448.895,"body":"on the project in phase two"},{"speaker":"Kathleen Walch","startTime":1448.895,"endTime":1450.595,"body":"because they just couldn't"},{"speaker":"Kathleen Walch","startTime":1448.895,"endTime":1450.595,"body":"get access to the data."},{"speaker":"Galen Low","startTime":1450.915,"endTime":1452.2649999999999,"body":"It's like"},{"speaker":"Galen Low","startTime":1450.915,"endTime":1452.2649999999999,"body":"the Project Winter."},{"speaker":"Kathleen Walch","startTime":1452.925,"endTime":1453.095,"body":"Yeah."},{"speaker":"Kathleen Walch","startTime":1453.095,"endTime":1454.895,"body":"A lot of good things."},{"speaker":"Galen Low","startTime":1454.905,"endTime":1456.5049999999999,"body":"Just get"},{"speaker":"Galen Low","startTime":1454.905,"endTime":1456.5049999999999,"body":"disillusioned with it and"},{"speaker":"Galen Low","startTime":1456.5049999999999,"endTime":1457.605,"body":"then just leave it alone."},{"speaker":"Galen Low","startTime":1458.5249999999999,"endTime":1460.875,"body":"I was going to ask you actually"},{"speaker":"Galen Low","startTime":1458.5249999999999,"endTime":1460.875,"body":"what Wonky looks like, but I"},{"speaker":"Galen Low","startTime":1460.885,"endTime":1463.315,"body":"think you framed it really well"},{"speaker":"Galen Low","startTime":1460.885,"endTime":1463.315,"body":"in terms of like hallucinations"},{"speaker":"Galen Low","startTime":1463.315,"endTime":1465.995,"body":"and when you start thinking"},{"speaker":"Galen Low","startTime":1463.315,"endTime":1465.995,"body":"about, even small data sets"},{"speaker":"Galen Low","startTime":1465.995,"endTime":1468.405,"body":"are pretty big data sets,"},{"speaker":"Galen Low","startTime":1465.995,"endTime":1468.405,"body":"so you can get really good"},{"speaker":"Galen Low","startTime":1468.405,"endTime":1471.085,"body":"at yourself and then, your"},{"speaker":"Galen Low","startTime":1468.405,"endTime":1471.085,"body":"solution is not performing"},{"speaker":"Galen Low","startTime":1471.085,"endTime":1472.035,"body":"the way you want it to."},{"speaker":"Galen Low","startTime":1472.035,"endTime":1475.595,"body":"And you're wondering why, and"},{"speaker":"Galen Low","startTime":1472.035,"endTime":1475.595,"body":"you have to unwind this entire"},{"speaker":"Galen Low","startTime":1475.595,"endTime":1478.665,"body":"ball of yarn to find what"},{"speaker":"Galen Low","startTime":1475.595,"endTime":1478.665,"body":"was somewhere in the middle"},{"speaker":"Galen Low","startTime":1478.665,"endTime":1479.905,"body":"there at the beginning that."},{"speaker":"Galen Low","startTime":1480.22,"endTime":1484.82,"body":"Set this astray, probably"},{"speaker":"Galen Low","startTime":1480.22,"endTime":1484.82,"body":"data cleanliness, right?"},{"speaker":"Kathleen Walch","startTime":1484.98,"endTime":1488.8899999999999,"body":"Probably, access"},{"speaker":"Kathleen Walch","startTime":1484.98,"endTime":1488.8899999999999,"body":"to it, how clean it is, and then"},{"speaker":"Kathleen Walch","startTime":1488.8899999999999,"endTime":1491.04,"body":"how much of it you have as well."},{"speaker":"Kathleen Walch","startTime":1491.06,"endTime":1494.42,"body":"Because some people think"},{"speaker":"Kathleen Walch","startTime":1491.06,"endTime":1494.42,"body":"more data, the better, right?"},{"speaker":"Kathleen Walch","startTime":1494.61,"endTime":1496.3799999999999,"body":"And that's not always"},{"speaker":"Kathleen Walch","startTime":1494.61,"endTime":1496.3799999999999,"body":"the case because we can"},{"speaker":"Kathleen Walch","startTime":1496.3799999999999,"endTime":1497.6299999999999,"body":"be training on noise."},{"speaker":"Kathleen Walch","startTime":1497.82,"endTime":1500.11,"body":"Data is not free, right?"},{"speaker":"Kathleen Walch","startTime":1500.12,"endTime":1501.49,"body":"There's a cost to cleaning it."},{"speaker":"Kathleen Walch","startTime":1501.5,"endTime":1503.36,"body":"There's a cost to processing it."},{"speaker":"Kathleen Walch","startTime":1503.58,"endTime":1505.24,"body":"So sometimes more is not better."},{"speaker":"Galen Low","startTime":1505.29,"endTime":1505.91,"body":"That's interesting."},{"speaker":"Galen Low","startTime":1505.96,"endTime":1506.35,"body":"It's funny."},{"speaker":"Galen Low","startTime":1506.35,"endTime":1508.06,"body":"It's like I started this"},{"speaker":"Galen Low","startTime":1506.35,"endTime":1508.06,"body":"out, we will answer the"},{"speaker":"Galen Low","startTime":1508.06,"endTime":1510.37,"body":"mail on this, but I started"},{"speaker":"Galen Low","startTime":1508.06,"endTime":1510.37,"body":"this out with what's beyond"},{"speaker":"Galen Low","startTime":1510.37,"endTime":1512.62,"body":"prompt engineering, but what"},{"speaker":"Galen Low","startTime":1510.37,"endTime":1512.62,"body":"I find fascinating about"},{"speaker":"Galen Low","startTime":1512.62,"endTime":1515.23,"body":"this conversation is that, I"},{"speaker":"Galen Low","startTime":1512.62,"endTime":1515.23,"body":"think there's a whole world"},{"speaker":"Galen Low","startTime":1515.29,"endTime":1519.29,"body":"that many project managers"},{"speaker":"Galen Low","startTime":1515.29,"endTime":1519.29,"body":"haven't seen themselves in,"},{"speaker":"Galen Low","startTime":1519.46,"endTime":1521.8,"body":"they might be software and"},{"speaker":"Galen Low","startTime":1519.46,"endTime":1521.8,"body":"like in the software space or"},{"speaker":"Galen Low","startTime":1521.8,"endTime":1524.24,"body":"the digital space or the tech"},{"speaker":"Galen Low","startTime":1521.8,"endTime":1524.24,"body":"sector, IT, they might not"},{"speaker":"Galen Low","startTime":1524.24,"endTime":1525.58,"body":"be in any of those sectors."},{"speaker":"Galen Low","startTime":1525.58,"endTime":1528.21,"body":"And they're like, is project"},{"speaker":"Galen Low","startTime":1525.58,"endTime":1528.21,"body":"management still going to exist?"},{"speaker":"Galen Low","startTime":1528.71,"endTime":1529.92,"body":"We'll get into it"},{"speaker":"Galen Low","startTime":1528.71,"endTime":1529.92,"body":"in a little bit."},{"speaker":"Galen Low","startTime":1530.365,"endTime":1533.245,"body":"But there's this whole world"},{"speaker":"Galen Low","startTime":1530.365,"endTime":1533.245,"body":"of like data projects, the"},{"speaker":"Galen Low","startTime":1533.245,"endTime":1535.095,"body":"ML projects that, there's"},{"speaker":"Galen Low","startTime":1533.245,"endTime":1535.095,"body":"a lot of projects going"},{"speaker":"Galen Low","startTime":1535.095,"endTime":1536.485,"body":"on at this very minute."},{"speaker":"Galen Low","startTime":1536.715,"endTime":1538.2649999999999,"body":"And yeah, sometimes they're"},{"speaker":"Galen Low","startTime":1536.715,"endTime":1538.2649999999999,"body":"being led by someone who's"},{"speaker":"Galen Low","startTime":1538.2649999999999,"endTime":1539.625,"body":"project adjacent, right?"},{"speaker":"Galen Low","startTime":1539.655,"endTime":1541.7549999999999,"body":"Someone who's not necessarily"},{"speaker":"Galen Low","startTime":1539.655,"endTime":1541.7549999999999,"body":"self identifying as a"},{"speaker":"Galen Low","startTime":1541.7549999999999,"endTime":1545.205,"body":"project manager, but there"},{"speaker":"Galen Low","startTime":1541.7549999999999,"endTime":1545.205,"body":"is this opportunity, like"},{"speaker":"Galen Low","startTime":1545.235,"endTime":1547.355,"body":"there's a lot going on there"},{"speaker":"Galen Low","startTime":1545.235,"endTime":1547.355,"body":"that at least folks in my"},{"speaker":"Galen Low","startTime":1547.355,"endTime":1549.855,"body":"community, I don't know that"},{"speaker":"Galen Low","startTime":1547.355,"endTime":1549.855,"body":"we all know a lot about it."},{"speaker":"Galen Low","startTime":1550.24,"endTime":1550.85,"body":"It's actually inspiring."},{"speaker":"Kathleen Walch","startTime":1551.8,"endTime":1554.51,"body":"Yeah, we say,"},{"speaker":"Kathleen Walch","startTime":1551.8,"endTime":1554.51,"body":"education is cheap, right?"},{"speaker":"Kathleen Walch","startTime":1554.57,"endTime":1556.66,"body":"I mean, the cost"},{"speaker":"Kathleen Walch","startTime":1554.57,"endTime":1556.66,"body":"of failure is high."},{"speaker":"Kathleen Walch","startTime":1556.7,"endTime":1560.26,"body":"And to learn the CPMAI"},{"speaker":"Kathleen Walch","startTime":1556.7,"endTime":1560.26,"body":"methodology, to get"},{"speaker":"Kathleen Walch","startTime":1560.26,"endTime":1564.83,"body":"CPMAI certified is fairly"},{"speaker":"Kathleen Walch","startTime":1560.26,"endTime":1564.83,"body":"cheap in comparison."},{"speaker":"Kathleen Walch","startTime":1564.8899999999999,"endTime":1567.55,"body":"We always encourage people, we"},{"speaker":"Kathleen Walch","startTime":1564.8899999999999,"endTime":1567.55,"body":"say this is a yes and, right?"},{"speaker":"Kathleen Walch","startTime":1567.7,"endTime":1570.52,"body":"Have your PMP and your CPMAI."},{"speaker":"Kathleen Walch","startTime":1570.8899999999999,"endTime":1575.71,"body":"Follow and learn different"},{"speaker":"Kathleen Walch","startTime":1570.8899999999999,"endTime":1575.71,"body":"methodologies and learn CPMAI."},{"speaker":"Kathleen Walch","startTime":1575.73,"endTime":1578.32,"body":"This is not an either"},{"speaker":"Kathleen Walch","startTime":1575.73,"endTime":1578.32,"body":"or, and organizations"},{"speaker":"Kathleen Walch","startTime":1578.49,"endTime":1579.77,"body":"always do this, right?"},{"speaker":"Kathleen Walch","startTime":1579.79,"endTime":1582.77,"body":"They learn something and then"},{"speaker":"Kathleen Walch","startTime":1579.79,"endTime":1582.77,"body":"they adapt it for themselves."},{"speaker":"Kathleen Walch","startTime":1582.85,"endTime":1586.1,"body":"And as long as you're, following"},{"speaker":"Kathleen Walch","startTime":1582.85,"endTime":1586.1,"body":"that high level, step by step"},{"speaker":"Kathleen Walch","startTime":1586.1,"endTime":1589.75,"body":"approach, then adapt it for your"},{"speaker":"Kathleen Walch","startTime":1586.1,"endTime":1589.75,"body":"own organization, but learn it."},{"speaker":"Galen Low","startTime":1590.105,"endTime":1590.875,"body":"I love that."},{"speaker":"Galen Low","startTime":1591.035,"endTime":1593.355,"body":"We opened on the"},{"speaker":"Galen Low","startTime":1591.035,"endTime":1593.355,"body":"topic of prompting."},{"speaker":"Galen Low","startTime":1593.545,"endTime":1594.795,"body":"I was thinking in"},{"speaker":"Galen Low","startTime":1593.545,"endTime":1594.795,"body":"my head, right?"},{"speaker":"Galen Low","startTime":1594.795,"endTime":1597.465,"body":"Those use cases that involve"},{"speaker":"Galen Low","startTime":1594.795,"endTime":1597.465,"body":"chat based interfaces,"},{"speaker":"Galen Low","startTime":1597.465,"endTime":1599.665,"body":"like ChatGPT, your"},{"speaker":"Galen Low","startTime":1597.465,"endTime":1599.665,"body":"Gemini, your Copilot, your"},{"speaker":"Galen Low","startTime":1599.665,"endTime":1601.835,"body":"Claude, your Perplexity,"},{"speaker":"Galen Low","startTime":1599.665,"endTime":1601.835,"body":"DeepSeek, and others."},{"speaker":"Galen Low","startTime":1602.115,"endTime":1603.635,"body":"But there's a big"},{"speaker":"Galen Low","startTime":1602.115,"endTime":1603.635,"body":"world beyond that."},{"speaker":"Galen Low","startTime":1603.955,"endTime":1607.055,"body":"What's next for AI in"},{"speaker":"Galen Low","startTime":1603.955,"endTime":1607.055,"body":"our professional lives"},{"speaker":"Galen Low","startTime":1607.085,"endTime":1608.395,"body":"as project managers?"},{"speaker":"Galen Low","startTime":1608.565,"endTime":1611.125,"body":"And how can someone like,"},{"speaker":"Galen Low","startTime":1608.565,"endTime":1611.125,"body":"a project manager like"},{"speaker":"Galen Low","startTime":1611.125,"endTime":1612.595,"body":"me, how can we keep up?"},{"speaker":"Kathleen Walch","startTime":1613.11,"endTime":1615.41,"body":"Yeah, that's a"},{"speaker":"Kathleen Walch","startTime":1613.11,"endTime":1615.41,"body":"great question because, there's"},{"speaker":"Kathleen Walch","startTime":1615.5,"endTime":1618.6499999999999,"body":"been that saying out there that"},{"speaker":"Kathleen Walch","startTime":1615.5,"endTime":1618.6499999999999,"body":"AI is not going to replace your"},{"speaker":"Kathleen Walch","startTime":1618.6499999999999,"endTime":1621.67,"body":"job, but someone that knows AI"},{"speaker":"Kathleen Walch","startTime":1618.6499999999999,"endTime":1621.67,"body":"is going to replace your job."},{"speaker":"Kathleen Walch","startTime":1621.67,"endTime":1624.44,"body":"And so it really"},{"speaker":"Kathleen Walch","startTime":1621.67,"endTime":1624.44,"body":"is here to stay."},{"speaker":"Kathleen Walch","startTime":1624.45,"endTime":1626.34,"body":"We hope that we've"},{"speaker":"Kathleen Walch","startTime":1624.45,"endTime":1626.34,"body":"crossed the chasm."},{"speaker":"Kathleen Walch","startTime":1626.52,"endTime":1628.6,"body":"We're not going to be falling"},{"speaker":"Kathleen Walch","startTime":1626.52,"endTime":1628.6,"body":"into another AI winter."},{"speaker":"Kathleen Walch","startTime":1628.62,"endTime":1629.61,"body":"But how do you use it?"},{"speaker":"Kathleen Walch","startTime":1629.61,"endTime":1631.3999999999999,"body":"I always like to think"},{"speaker":"Kathleen Walch","startTime":1629.61,"endTime":1631.3999999999999,"body":"about that idea of"},{"speaker":"Kathleen Walch","startTime":1631.43,"endTime":1632.5,"body":"augmented intelligence."},{"speaker":"Kathleen Walch","startTime":1632.5,"endTime":1635.42,"body":"So how do I use it to"},{"speaker":"Kathleen Walch","startTime":1632.5,"endTime":1635.42,"body":"not replace me, but do"},{"speaker":"Kathleen Walch","startTime":1635.47,"endTime":1636.73,"body":"whatever it is better?"},{"speaker":"Kathleen Walch","startTime":1636.73,"endTime":1641.795,"body":"So you can replace a task"},{"speaker":"Kathleen Walch","startTime":1636.73,"endTime":1641.795,"body":"or a, certain role, but not"},{"speaker":"Kathleen Walch","startTime":1641.925,"endTime":1644.2549999999999,"body":"replace me as the human."},{"speaker":"Kathleen Walch","startTime":1644.455,"endTime":1645.895,"body":"And I know a lot of"},{"speaker":"Kathleen Walch","startTime":1644.455,"endTime":1645.895,"body":"project professionals"},{"speaker":"Kathleen Walch","startTime":1645.915,"endTime":1647.285,"body":"are concerned about that."},{"speaker":"Kathleen Walch","startTime":1647.445,"endTime":1651.375,"body":"But if a lot of projects are"},{"speaker":"Kathleen Walch","startTime":1647.445,"endTime":1651.375,"body":"moving towards AI projects, then"},{"speaker":"Kathleen Walch","startTime":1651.385,"endTime":1654.535,"body":"we're just going to continue to"},{"speaker":"Kathleen Walch","startTime":1651.385,"endTime":1654.535,"body":"need project managers, right?"},{"speaker":"Kathleen Walch","startTime":1654.565,"endTime":1656.0249999999999,"body":"And folks with these skillsets."},{"speaker":"Kathleen Walch","startTime":1656.23,"endTime":1657.34,"body":"So how do you learn?"},{"speaker":"Kathleen Walch","startTime":1657.42,"endTime":1659.75,"body":"I think it goes back"},{"speaker":"Kathleen Walch","startTime":1657.42,"endTime":1659.75,"body":"to what I said before."},{"speaker":"Kathleen Walch","startTime":1659.75,"endTime":1661.75,"body":"Put a list together"},{"speaker":"Kathleen Walch","startTime":1659.75,"endTime":1661.75,"body":"of everything that"},{"speaker":"Kathleen Walch","startTime":1661.77,"endTime":1662.98,"body":"is annoying to you."},{"speaker":"Kathleen Walch","startTime":1663.28,"endTime":1664.8899999999999,"body":"Because that's"},{"speaker":"Kathleen Walch","startTime":1663.28,"endTime":1664.8899999999999,"body":"different for everybody."},{"speaker":"Kathleen Walch","startTime":1664.8899999999999,"endTime":1668.1499999999999,"body":"And so to make sure that you"},{"speaker":"Kathleen Walch","startTime":1664.8899999999999,"endTime":1668.1499999999999,"body":"don't replace things that you"},{"speaker":"Kathleen Walch","startTime":1668.1499999999999,"endTime":1671.09,"body":"enjoy, and then keep all the"},{"speaker":"Kathleen Walch","startTime":1668.1499999999999,"endTime":1671.09,"body":"things that you hate, because"},{"speaker":"Kathleen Walch","startTime":1671.09,"endTime":1672.6299999999999,"body":"then you're pretty unsatisfied."},{"speaker":"Kathleen Walch","startTime":1672.68,"endTime":1675.22,"body":"So think about all the things"},{"speaker":"Kathleen Walch","startTime":1672.68,"endTime":1675.22,"body":"that you enjoy, and put them"},{"speaker":"Kathleen Walch","startTime":1675.22,"endTime":1677.97,"body":"maybe in one column, and all"},{"speaker":"Kathleen Walch","startTime":1675.22,"endTime":1677.97,"body":"the things that you don't enjoy,"},{"speaker":"Kathleen Walch","startTime":1678.0,"endTime":1679.23,"body":"and put them in another column."},{"speaker":"Kathleen Walch","startTime":1679.34,"endTime":1681.55,"body":"And then look"},{"speaker":"Kathleen Walch","startTime":1679.34,"endTime":1681.55,"body":"towards communities."},{"speaker":"Kathleen Walch","startTime":1681.62,"endTime":1684.97,"body":"PMI has a lot of, learning"},{"speaker":"Kathleen Walch","startTime":1681.62,"endTime":1684.97,"body":"resources that you can go to."},{"speaker":"Kathleen Walch","startTime":1685.19,"endTime":1688.1499999999999,"body":"Or maybe internally, and"},{"speaker":"Kathleen Walch","startTime":1685.19,"endTime":1688.1499999999999,"body":"I always say, advocate"},{"speaker":"Kathleen Walch","startTime":1688.16,"endTime":1691.3899999999999,"body":"for internal groups where,"},{"speaker":"Kathleen Walch","startTime":1688.16,"endTime":1691.3899999999999,"body":"especially if you have"},{"speaker":"Kathleen Walch","startTime":1691.53,"endTime":1694.41,"body":"prompts, they should not"},{"speaker":"Kathleen Walch","startTime":1691.53,"endTime":1694.41,"body":"be proprietary, right?"},{"speaker":"Kathleen Walch","startTime":1694.41,"endTime":1696.46,"body":"We should be sharing prompts,"},{"speaker":"Kathleen Walch","startTime":1694.41,"endTime":1696.46,"body":"we should be learning, we"},{"speaker":"Kathleen Walch","startTime":1696.46,"endTime":1699.19,"body":"should be collaborating,"},{"speaker":"Kathleen Walch","startTime":1696.46,"endTime":1699.19,"body":"so have a prompt library"},{"speaker":"Kathleen Walch","startTime":1699.31,"endTime":1701.09,"body":"internally at your organization."},{"speaker":"Kathleen Walch","startTime":1701.315,"endTime":1704.475,"body":"Document which platform you've"},{"speaker":"Kathleen Walch","startTime":1701.315,"endTime":1704.475,"body":"used it on and when, because"},{"speaker":"Kathleen Walch","startTime":1704.475,"endTime":1707.155,"body":"we know that your prompts"},{"speaker":"Kathleen Walch","startTime":1704.475,"endTime":1707.155,"body":"do need to be changed and"},{"speaker":"Kathleen Walch","startTime":1707.165,"endTime":1709.665,"body":"iterated over time to continue"},{"speaker":"Kathleen Walch","startTime":1707.165,"endTime":1709.665,"body":"to get those results, right?"},{"speaker":"Kathleen Walch","startTime":1709.815,"endTime":1712.855,"body":"That's part of our step by step"},{"speaker":"Kathleen Walch","startTime":1709.815,"endTime":1712.855,"body":"approach, where you need to"},{"speaker":"Kathleen Walch","startTime":1712.855,"endTime":1715.905,"body":"be testing it, and sometimes"},{"speaker":"Kathleen Walch","startTime":1712.855,"endTime":1715.905,"body":"it's not going to perform as"},{"speaker":"Kathleen Walch","startTime":1715.905,"endTime":1718.7649999999999,"body":"expected, so sometimes just"},{"speaker":"Kathleen Walch","startTime":1715.905,"endTime":1718.7649999999999,"body":"tweaking one word really"},{"speaker":"Kathleen Walch","startTime":1718.7649999999999,"endTime":1719.695,"body":"makes a big difference."},{"speaker":"Kathleen Walch","startTime":1719.705,"endTime":1722.285,"body":"And if you have that community"},{"speaker":"Kathleen Walch","startTime":1719.705,"endTime":1722.285,"body":"and you can go back and forth"},{"speaker":"Kathleen Walch","startTime":1722.285,"endTime":1724.0049999999999,"body":"with, it really does help."},{"speaker":"Kathleen Walch","startTime":1724.155,"endTime":1726.7749999999999,"body":"I know that some organizations,"},{"speaker":"Kathleen Walch","startTime":1724.155,"endTime":1726.7749999999999,"body":"they're leaning into AI"},{"speaker":"Kathleen Walch","startTime":1726.7749999999999,"endTime":1728.2549999999999,"body":"and being AI first, right?"},{"speaker":"Kathleen Walch","startTime":1728.2549999999999,"endTime":1729.735,"body":"And they're really AI driven."},{"speaker":"Kathleen Walch","startTime":1730.01,"endTime":1733.22,"body":"But if your organization isn't,"},{"speaker":"Kathleen Walch","startTime":1730.01,"endTime":1733.22,"body":"then figure out how you can"},{"speaker":"Kathleen Walch","startTime":1733.22,"endTime":1735.95,"body":"start with those iterative,"},{"speaker":"Kathleen Walch","startTime":1733.22,"endTime":1735.95,"body":"step by step approaches."},{"speaker":"Kathleen Walch","startTime":1736.01,"endTime":1738.02,"body":"Like I said, if you're"},{"speaker":"Kathleen Walch","startTime":1736.01,"endTime":1738.02,"body":"a PMI member, reach"},{"speaker":"Kathleen Walch","startTime":1738.02,"endTime":1738.98,"body":"out to the community."},{"speaker":"Kathleen Walch","startTime":1739.0,"endTime":1740.8999999999999,"body":"We have a lot of"},{"speaker":"Kathleen Walch","startTime":1739.0,"endTime":1740.8999999999999,"body":"chapters as well."},{"speaker":"Kathleen Walch","startTime":1741.04,"endTime":1743.74,"body":"Internally, you can have"},{"speaker":"Kathleen Walch","startTime":1741.04,"endTime":1743.74,"body":"resources, and so whether"},{"speaker":"Kathleen Walch","startTime":1743.74,"endTime":1746.33,"body":"that's your group, or maybe"},{"speaker":"Kathleen Walch","startTime":1743.74,"endTime":1746.33,"body":"even look externally outside"},{"speaker":"Kathleen Walch","startTime":1746.33,"endTime":1750.18,"body":"of your group, so that you can"},{"speaker":"Kathleen Walch","startTime":1746.33,"endTime":1750.18,"body":"be collaborative, because if"},{"speaker":"Kathleen Walch","startTime":1750.18,"endTime":1753.0249999999999,"body":"you're not learning, you're"},{"speaker":"Kathleen Walch","startTime":1750.18,"endTime":1753.0249999999999,"body":"not growing, and then you're"},{"speaker":"Kathleen Walch","startTime":1753.0249999999999,"endTime":1755.185,"body":"going to just fall farther"},{"speaker":"Kathleen Walch","startTime":1753.0249999999999,"endTime":1755.185,"body":"behind, because you're going"},{"speaker":"Kathleen Walch","startTime":1755.185,"endTime":1756.955,"body":"to be afraid to use these"},{"speaker":"Kathleen Walch","startTime":1755.185,"endTime":1756.955,"body":"tools, or you don't know how"},{"speaker":"Kathleen Walch","startTime":1756.955,"endTime":1759.575,"body":"to use these tools, and so"},{"speaker":"Kathleen Walch","startTime":1756.955,"endTime":1759.575,"body":"really, don't be afraid to"},{"speaker":"Kathleen Walch","startTime":1759.575,"endTime":1760.915,"body":"reach out and ask for help."},{"speaker":"Kathleen Walch","startTime":1761.195,"endTime":1762.7549999999999,"body":"That's the best way to learn."},{"speaker":"Galen Low","startTime":1763.0149999999999,"endTime":1765.395,"body":"I love the sort of"},{"speaker":"Galen Low","startTime":1763.0149999999999,"endTime":1765.395,"body":"prompt repository, and sharing."},{"speaker":"Galen Low","startTime":1765.395,"endTime":1767.735,"body":"Sharing is the thing"},{"speaker":"Galen Low","startTime":1765.395,"endTime":1767.735,"body":"that moves us forward."},{"speaker":"Galen Low","startTime":1767.845,"endTime":1769.985,"body":"The technology is going"},{"speaker":"Galen Low","startTime":1767.845,"endTime":1769.985,"body":"to move fast, people"},{"speaker":"Galen Low","startTime":1769.985,"endTime":1770.805,"body":"need to move fast too."},{"speaker":"Galen Low","startTime":1770.805,"endTime":1772.535,"body":"The best way to do that"},{"speaker":"Galen Low","startTime":1770.805,"endTime":1772.535,"body":"is to share knowledge."},{"speaker":"Kathleen Walch","startTime":1772.975,"endTime":1774.055,"body":"Sharing is caring."},{"speaker":"Galen Low","startTime":1774.795,"endTime":1775.545,"body":"There you go, yes!"},{"speaker":"Galen Low","startTime":1777.68,"endTime":1779.51,"body":"I have two questions"},{"speaker":"Galen Low","startTime":1777.68,"endTime":1779.51,"body":"to wrap this up."},{"speaker":"Galen Low","startTime":1779.6499999999999,"endTime":1781.29,"body":"Some of the things that we're"},{"speaker":"Galen Low","startTime":1779.6499999999999,"endTime":1781.29,"body":"talking about, we're like, make"},{"speaker":"Galen Low","startTime":1781.29,"endTime":1782.54,"body":"that list of annoying things."},{"speaker":"Galen Low","startTime":1782.74,"endTime":1787.24,"body":"And, you can chat with your"},{"speaker":"Galen Low","startTime":1782.74,"endTime":1787.24,"body":"GenAI tool to augment your"},{"speaker":"Galen Low","startTime":1787.25,"endTime":1789.69,"body":"sort of personal professional"},{"speaker":"Galen Low","startTime":1787.25,"endTime":1789.69,"body":"life, like your own"},{"speaker":"Galen Low","startTime":1789.69,"endTime":1790.96,"body":"individual professional life."},{"speaker":"Galen Low","startTime":1791.235,"endTime":1796.745,"body":"On the one hand, some"},{"speaker":"Galen Low","startTime":1791.235,"endTime":1796.745,"body":"folks, me, are you know"},{"speaker":"Galen Low","startTime":1796.745,"endTime":1797.405,"body":"what, this is great."},{"speaker":"Galen Low","startTime":1797.405,"endTime":1798.785,"body":"It's a fantastic technology."},{"speaker":"Galen Low","startTime":1798.785,"endTime":1800.665,"body":"It is fundamentally"},{"speaker":"Galen Low","startTime":1798.785,"endTime":1800.665,"body":"the way I use it."},{"speaker":"Galen Low","startTime":1800.715,"endTime":1803.345,"body":"The tab based interfaces"},{"speaker":"Galen Low","startTime":1800.715,"endTime":1803.345,"body":"for me, it's, it's natural"},{"speaker":"Galen Low","startTime":1803.345,"endTime":1806.135,"body":"language processing, to"},{"speaker":"Galen Low","startTime":1803.345,"endTime":1806.135,"body":"the nth degree from where"},{"speaker":"Galen Low","startTime":1806.135,"endTime":1807.565,"body":"it was, a few decades ago."},{"speaker":"Galen Low","startTime":1807.77,"endTime":1810.3999999999999,"body":"And then I'm like, isn't it"},{"speaker":"Galen Low","startTime":1807.77,"endTime":1810.3999999999999,"body":"just a fancy parlor trick"},{"speaker":"Galen Low","startTime":1810.3999999999999,"endTime":1813.02,"body":"where it's languagifying stuff"},{"speaker":"Galen Low","startTime":1810.3999999999999,"endTime":1813.02,"body":"and giving it back to us and"},{"speaker":"Galen Low","startTime":1813.02,"endTime":1815.62,"body":"we're like, Oh my goodness,"},{"speaker":"Galen Low","startTime":1813.02,"endTime":1815.62,"body":"this is like a living,"},{"speaker":"Galen Low","startTime":1815.6299999999999,"endTime":1817.26,"body":"breathing, sentient creature."},{"speaker":"Galen Low","startTime":1817.3799999999999,"endTime":1819.28,"body":"Whereas actually it's"},{"speaker":"Galen Low","startTime":1817.3799999999999,"endTime":1819.28,"body":"like remixing language."},{"speaker":"Galen Low","startTime":1819.28,"endTime":1822.18,"body":"Are we maybe even, I started"},{"speaker":"Galen Low","startTime":1819.28,"endTime":1822.18,"body":"this with, are we like"},{"speaker":"Galen Low","startTime":1822.18,"endTime":1823.8999999999999,"body":"selling ourselves short"},{"speaker":"Galen Low","startTime":1822.18,"endTime":1823.8999999999999,"body":"by not using enough AI?"},{"speaker":"Galen Low","startTime":1824.435,"endTime":1827.075,"body":"On the opposite side, is"},{"speaker":"Galen Low","startTime":1824.435,"endTime":1827.075,"body":"there a risk of us thinking"},{"speaker":"Galen Low","startTime":1827.075,"endTime":1830.135,"body":"that AI is doing like really"},{"speaker":"Galen Low","startTime":1827.075,"endTime":1830.135,"body":"magical things and can do"},{"speaker":"Galen Low","startTime":1830.145,"endTime":1833.195,"body":"anything and not understanding"},{"speaker":"Galen Low","startTime":1830.145,"endTime":1833.195,"body":"that actually it is good"},{"speaker":"Galen Low","startTime":1833.2549999999999,"endTime":1834.675,"body":"at doing a certain thing?"},{"speaker":"Galen Low","startTime":1834.7649999999999,"endTime":1837.045,"body":"And is that dangerous"},{"speaker":"Galen Low","startTime":1834.7649999999999,"endTime":1837.045,"body":"or is it inspiring?"},{"speaker":"Kathleen Walch","startTime":1837.365,"endTime":1839.635,"body":"It's dangerous"},{"speaker":"Kathleen Walch","startTime":1837.365,"endTime":1839.635,"body":"because it's over promising"},{"speaker":"Kathleen Walch","startTime":1839.635,"endTime":1840.5249999999999,"body":"and under delivering."},{"speaker":"Kathleen Walch","startTime":1840.815,"endTime":1845.235,"body":"So a number of years ago now,"},{"speaker":"Kathleen Walch","startTime":1840.815,"endTime":1845.235,"body":"about in 2019, because AI is"},{"speaker":"Kathleen Walch","startTime":1845.235,"endTime":1849.715,"body":"such an umbrella term, and"},{"speaker":"Kathleen Walch","startTime":1845.235,"endTime":1849.715,"body":"because now with generative"},{"speaker":"Kathleen Walch","startTime":1849.715,"endTime":1851.905,"body":"AI and, these large language"},{"speaker":"Kathleen Walch","startTime":1849.715,"endTime":1851.905,"body":"models that are out there,"},{"speaker":"Kathleen Walch","startTime":1851.905,"endTime":1855.485,"body":"people think it can do"},{"speaker":"Kathleen Walch","startTime":1851.905,"endTime":1855.485,"body":"everything, and are asking"},{"speaker":"Kathleen Walch","startTime":1855.485,"endTime":1857.945,"body":"it to do everything, and then"},{"speaker":"Kathleen Walch","startTime":1855.485,"endTime":1857.945,"body":"maybe not getting the results"},{"speaker":"Kathleen Walch","startTime":1857.945,"endTime":1860.795,"body":"that they want, they go why"},{"speaker":"Kathleen Walch","startTime":1857.945,"endTime":1860.795,"body":"can't it do this math problem?"},{"speaker":"Kathleen Walch","startTime":1860.795,"endTime":1862.065,"body":"Why can't it do this?"},{"speaker":"Kathleen Walch","startTime":1862.065,"endTime":1863.795,"body":"A human can do this, and"},{"speaker":"Kathleen Walch","startTime":1862.065,"endTime":1863.795,"body":"it's because we need to"},{"speaker":"Kathleen Walch","startTime":1863.795,"endTime":1866.045,"body":"understand what it can"},{"speaker":"Kathleen Walch","startTime":1863.795,"endTime":1866.045,"body":"and what it cannot do."},{"speaker":"Kathleen Walch","startTime":1866.075,"endTime":1868.065,"body":"So we said, why don't we break"},{"speaker":"Kathleen Walch","startTime":1866.075,"endTime":1868.065,"body":"it down one level deeper."},{"speaker":"Kathleen Walch","startTime":1868.115,"endTime":1870.735,"body":"And say, what are we"},{"speaker":"Kathleen Walch","startTime":1868.115,"endTime":1870.735,"body":"trying to accomplish?"},{"speaker":"Kathleen Walch","startTime":1870.7649999999999,"endTime":1873.175,"body":"And then let's see if AI is"},{"speaker":"Kathleen Walch","startTime":1870.7649999999999,"endTime":1873.175,"body":"the right solution to that."},{"speaker":"Kathleen Walch","startTime":1873.175,"endTime":1875.2649999999999,"body":"So we looked at hundreds,"},{"speaker":"Kathleen Walch","startTime":1873.175,"endTime":1875.2649999999999,"body":"if not thousands of use"},{"speaker":"Kathleen Walch","startTime":1875.2649999999999,"endTime":1878.815,"body":"cases and broke it down into"},{"speaker":"Kathleen Walch","startTime":1875.2649999999999,"endTime":1878.815,"body":"the seven patterns of AI."},{"speaker":"Kathleen Walch","startTime":1879.115,"endTime":1881.185,"body":"So that's hyper"},{"speaker":"Kathleen Walch","startTime":1879.115,"endTime":1881.185,"body":"personalization, right?"},{"speaker":"Kathleen Walch","startTime":1881.185,"endTime":1882.925,"body":"Treating each individual"},{"speaker":"Kathleen Walch","startTime":1881.185,"endTime":1882.925,"body":"as an individual."},{"speaker":"Kathleen Walch","startTime":1882.935,"endTime":1885.115,"body":"So we think about this as"},{"speaker":"Kathleen Walch","startTime":1882.935,"endTime":1885.115,"body":"a marketer's dream, but"},{"speaker":"Kathleen Walch","startTime":1885.115,"endTime":1888.575,"body":"also it can be with hyper"},{"speaker":"Kathleen Walch","startTime":1885.115,"endTime":1888.575,"body":"personalized education or"},{"speaker":"Kathleen Walch","startTime":1888.635,"endTime":1891.055,"body":"healthcare or finance, right?"},{"speaker":"Kathleen Walch","startTime":1891.235,"endTime":1894.045,"body":"And this is a really hot"},{"speaker":"Kathleen Walch","startTime":1891.235,"endTime":1894.045,"body":"topic with education,"},{"speaker":"Kathleen Walch","startTime":1894.055,"endTime":1895.435,"body":"especially lifelong learning."},{"speaker":"Kathleen Walch","startTime":1895.715,"endTime":1900.325,"body":"How do I, beyond that K"},{"speaker":"Kathleen Walch","startTime":1895.715,"endTime":1900.325,"body":"to 12, tailor education"},{"speaker":"Kathleen Walch","startTime":1900.435,"endTime":1902.855,"body":"to fit different people's,"},{"speaker":"Kathleen Walch","startTime":1900.435,"endTime":1902.855,"body":"the way that they learn."},{"speaker":"Kathleen Walch","startTime":1903.175,"endTime":1904.225,"body":"Then we have recognition."},{"speaker":"Kathleen Walch","startTime":1904.225,"endTime":1906.185,"body":"So this is making sense"},{"speaker":"Kathleen Walch","startTime":1904.225,"endTime":1906.185,"body":"of unstructured data."},{"speaker":"Kathleen Walch","startTime":1906.385,"endTime":1909.185,"body":"And we think about image"},{"speaker":"Kathleen Walch","startTime":1906.385,"endTime":1909.185,"body":"recognition here, right?"},{"speaker":"Kathleen Walch","startTime":1909.185,"endTime":1912.675,"body":"But also audio recognition"},{"speaker":"Kathleen Walch","startTime":1909.185,"endTime":1912.675,"body":"or hand gesture recognition."},{"speaker":"Kathleen Walch","startTime":1913.0149999999999,"endTime":1917.125,"body":"And then we have our predictive"},{"speaker":"Kathleen Walch","startTime":1913.0149999999999,"endTime":1917.125,"body":"analytics and decision support,"},{"speaker":"Kathleen Walch","startTime":1917.125,"endTime":1919.405,"body":"so this is taking past our"},{"speaker":"Kathleen Walch","startTime":1917.125,"endTime":1919.405,"body":"current data and helping"},{"speaker":"Kathleen Walch","startTime":1919.415,"endTime":1920.855,"body":"humans make better decisions."},{"speaker":"Kathleen Walch","startTime":1920.855,"endTime":1922.625,"body":"We have our predictive"},{"speaker":"Kathleen Walch","startTime":1920.855,"endTime":1922.625,"body":"analytics, our"},{"speaker":"Kathleen Walch","startTime":1922.625,"endTime":1923.805,"body":"patterns and anomalies."},{"speaker":"Kathleen Walch","startTime":1923.935,"endTime":1925.965,"body":"So that's looking at large"},{"speaker":"Kathleen Walch","startTime":1923.935,"endTime":1925.965,"body":"amounts of data and being"},{"speaker":"Kathleen Walch","startTime":1925.965,"endTime":1928.285,"body":"able to spot trends in that"},{"speaker":"Kathleen Walch","startTime":1925.965,"endTime":1928.285,"body":"data, but then also some of"},{"speaker":"Kathleen Walch","startTime":1928.285,"endTime":1930.545,"body":"the outliers, so we think"},{"speaker":"Kathleen Walch","startTime":1928.285,"endTime":1930.545,"body":"about fraud detection."},{"speaker":"Kathleen Walch","startTime":1930.725,"endTime":1932.695,"body":"We have goal driven"},{"speaker":"Kathleen Walch","startTime":1930.725,"endTime":1932.695,"body":"systems, which is really"},{"speaker":"Kathleen Walch","startTime":1932.695,"endTime":1935.375,"body":"around reinforcement"},{"speaker":"Kathleen Walch","startTime":1932.695,"endTime":1935.375,"body":"learning and optimization."},{"speaker":"Kathleen Walch","startTime":1935.675,"endTime":1938.695,"body":"We have the autonomous"},{"speaker":"Kathleen Walch","startTime":1935.675,"endTime":1938.695,"body":"pattern, so that's, the"},{"speaker":"Kathleen Walch","startTime":1938.695,"endTime":1940.975,"body":"goal of that is to remove"},{"speaker":"Kathleen Walch","startTime":1938.695,"endTime":1940.975,"body":"the human from the loop."},{"speaker":"Kathleen Walch","startTime":1940.975,"endTime":1943.195,"body":"So whenever you're trying"},{"speaker":"Kathleen Walch","startTime":1940.975,"endTime":1943.195,"body":"to remove the human, that's"},{"speaker":"Kathleen Walch","startTime":1943.215,"endTime":1944.415,"body":"obviously pretty hard."},{"speaker":"Kathleen Walch","startTime":1944.545,"endTime":1947.2549999999999,"body":"So we say that is the most"},{"speaker":"Kathleen Walch","startTime":1944.545,"endTime":1947.2549999999999,"body":"difficult pattern of AI."},{"speaker":"Kathleen Walch","startTime":1947.5049999999999,"endTime":1948.5249999999999,"body":"But what do we have now?"},{"speaker":"Kathleen Walch","startTime":1948.535,"endTime":1950.645,"body":"We can have hardware"},{"speaker":"Kathleen Walch","startTime":1948.535,"endTime":1950.645,"body":"or software."},{"speaker":"Kathleen Walch","startTime":1950.645,"endTime":1952.885,"body":"So we can have autonomous"},{"speaker":"Kathleen Walch","startTime":1950.645,"endTime":1952.885,"body":"vehicles, for example, or"},{"speaker":"Kathleen Walch","startTime":1952.885,"endTime":1954.245,"body":"autonomous delivery bots."},{"speaker":"Kathleen Walch","startTime":1954.285,"endTime":1956.815,"body":"But then we can also have"},{"speaker":"Kathleen Walch","startTime":1954.285,"endTime":1956.815,"body":"autonomous business processes."},{"speaker":"Kathleen Walch","startTime":1956.815,"endTime":1961.075,"body":"And so how do we have systems"},{"speaker":"Kathleen Walch","startTime":1956.815,"endTime":1961.075,"body":"that can Autonomously navigate"},{"speaker":"Kathleen Walch","startTime":1961.195,"endTime":1964.065,"body":"within our workflows, and we"},{"speaker":"Kathleen Walch","startTime":1961.195,"endTime":1964.065,"body":"don't need humans in there."},{"speaker":"Kathleen Walch","startTime":1964.065,"endTime":1966.035,"body":"So it's different than"},{"speaker":"Kathleen Walch","startTime":1964.065,"endTime":1966.035,"body":"automation, right?"},{"speaker":"Kathleen Walch","startTime":1966.035,"endTime":1968.285,"body":"Because automation"},{"speaker":"Kathleen Walch","startTime":1966.035,"endTime":1968.285,"body":"is not intelligence."},{"speaker":"Kathleen Walch","startTime":1968.295,"endTime":1971.445,"body":"We're just repeating something"},{"speaker":"Kathleen Walch","startTime":1968.295,"endTime":1971.445,"body":"over and over, which is"},{"speaker":"Kathleen Walch","startTime":1971.565,"endTime":1974.7549999999999,"body":"absolutely incredibly useful,"},{"speaker":"Kathleen Walch","startTime":1971.565,"endTime":1974.7549999999999,"body":"but just not intelligence."},{"speaker":"Kathleen Walch","startTime":1974.7649999999999,"endTime":1977.585,"body":"So if there's exceptions,"},{"speaker":"Kathleen Walch","startTime":1974.7649999999999,"endTime":1977.585,"body":"you need a human to go in."},{"speaker":"Kathleen Walch","startTime":1977.705,"endTime":1979.715,"body":"Can't handle that, do"},{"speaker":"Kathleen Walch","startTime":1977.705,"endTime":1979.715,"body":"that exception handling."},{"speaker":"Kathleen Walch","startTime":1979.715,"endTime":1983.205,"body":"If fields change, the human"},{"speaker":"Kathleen Walch","startTime":1979.715,"endTime":1983.205,"body":"needs to go in, and say, okay,"},{"speaker":"Kathleen Walch","startTime":1983.205,"endTime":1984.245,"body":"these fields have changed."},{"speaker":"Kathleen Walch","startTime":1984.245,"endTime":1986.785,"body":"We think about robotic process"},{"speaker":"Kathleen Walch","startTime":1984.245,"endTime":1986.785,"body":"automation there, but you know,"},{"speaker":"Kathleen Walch","startTime":1986.785,"endTime":1990.335,"body":"what's agentic AI going to"},{"speaker":"Kathleen Walch","startTime":1986.785,"endTime":1990.335,"body":"look like, especially, in this"},{"speaker":"Kathleen Walch","startTime":1990.335,"endTime":1992.645,"body":"year, but then in the coming"},{"speaker":"Kathleen Walch","startTime":1990.335,"endTime":1992.645,"body":"years, and how can we have more"},{"speaker":"Kathleen Walch","startTime":1992.645,"endTime":1996.565,"body":"of the, autonomous agents out"},{"speaker":"Kathleen Walch","startTime":1992.645,"endTime":1996.565,"body":"there working with other agents."},{"speaker":"Kathleen Walch","startTime":1996.945,"endTime":1999.645,"body":"So when we think about the"},{"speaker":"Kathleen Walch","startTime":1996.945,"endTime":1999.645,"body":"seven patterns, it really helps"},{"speaker":"Kathleen Walch","startTime":1999.645,"endTime":2002.835,"body":"us break down what AI is good"},{"speaker":"Kathleen Walch","startTime":1999.645,"endTime":2002.835,"body":"at and what AI is not good"},{"speaker":"Kathleen Walch","startTime":2002.835,"endTime":2005.175,"body":"at and when we should use it"},{"speaker":"Kathleen Walch","startTime":2002.835,"endTime":2005.175,"body":"and what we shouldn't use it."},{"speaker":"Kathleen Walch","startTime":2005.175,"endTime":2007.105,"body":"And we go through"},{"speaker":"Kathleen Walch","startTime":2005.175,"endTime":2007.105,"body":"that in phase one."},{"speaker":"Kathleen Walch","startTime":2007.3899999999999,"endTime":2010.8899999999999,"body":"Of business understanding of"},{"speaker":"Kathleen Walch","startTime":2007.3899999999999,"endTime":2010.8899999999999,"body":"CPMAI, and I think that really"},{"speaker":"Kathleen Walch","startTime":2010.8899999999999,"endTime":2013.77,"body":"helps too, so if people are"},{"speaker":"Kathleen Walch","startTime":2010.8899999999999,"endTime":2013.77,"body":"trying to say where should"},{"speaker":"Kathleen Walch","startTime":2013.77,"endTime":2016.54,"body":"I apply AI, and how can I"},{"speaker":"Kathleen Walch","startTime":2013.77,"endTime":2016.54,"body":"apply AI, if we have our"},{"speaker":"Kathleen Walch","startTime":2016.54,"endTime":2020.44,"body":"conversational pattern of AI"},{"speaker":"Kathleen Walch","startTime":2016.54,"endTime":2020.44,"body":"that's where we have humans"},{"speaker":"Kathleen Walch","startTime":2020.47,"endTime":2023.23,"body":"and machines talking to each"},{"speaker":"Kathleen Walch","startTime":2020.47,"endTime":2023.23,"body":"other in the language of humans,"},{"speaker":"Kathleen Walch","startTime":2023.35,"endTime":2026.52,"body":"that's where large language"},{"speaker":"Kathleen Walch","startTime":2023.35,"endTime":2026.52,"body":"models fall, and AI enabled"},{"speaker":"Kathleen Walch","startTime":2026.52,"endTime":2031.074,"body":"chatbots, but that's just one"},{"speaker":"Kathleen Walch","startTime":2026.52,"endTime":2031.074,"body":"pattern of AI, and maybe that"},{"speaker":"Kathleen Walch","startTime":2031.074,"endTime":2035.04,"body":"we shouldn't have our LLMs"},{"speaker":"Kathleen Walch","startTime":2031.074,"endTime":2035.04,"body":"try and do, hyper personalized"},{"speaker":"Kathleen Walch","startTime":2035.04,"endTime":2038.79,"body":"offerings or we can't use"},{"speaker":"Kathleen Walch","startTime":2035.04,"endTime":2038.79,"body":"an LLM to drive a vehicle."},{"speaker":"Galen Low","startTime":2039.2549999999999,"endTime":2039.785,"body":"I love that."},{"speaker":"Galen Low","startTime":2039.785,"endTime":2042.135,"body":"And honestly, thank you"},{"speaker":"Galen Low","startTime":2039.785,"endTime":2042.135,"body":"for that crash course."},{"speaker":"Galen Low","startTime":2043.2749999999999,"endTime":2045.455,"body":"It actually brings things"},{"speaker":"Galen Low","startTime":2043.2749999999999,"endTime":2045.455,"body":"a lot into perspective."},{"speaker":"Galen Low","startTime":2045.495,"endTime":2046.345,"body":"And guess what?"},{"speaker":"Galen Low","startTime":2046.355,"endTime":2048.605,"body":"Perfect segue into my last"},{"speaker":"Galen Low","startTime":2046.355,"endTime":2048.605,"body":"question, which is just,"},{"speaker":"Galen Low","startTime":2048.725,"endTime":2051.185,"body":"we're talking about things"},{"speaker":"Galen Low","startTime":2048.725,"endTime":2051.185,"body":"that AI coming in, helping"},{"speaker":"Galen Low","startTime":2051.185,"endTime":2052.3250000000003,"body":"you do your day to day."},{"speaker":"Kathleen Walch","startTime":2052.355,"endTime":2053.5550000000003,"body":"Oh,"},{"speaker":"Kathleen Walch","startTime":2052.355,"endTime":2053.5550000000003,"body":"augmented intelligence."},{"speaker":"Galen Low","startTime":2053.5550000000003,"endTime":2054.435,"body":"Augmented"},{"speaker":"Galen Low","startTime":2053.5550000000003,"endTime":2054.435,"body":"intelligence."},{"speaker":"Galen Low","startTime":2054.435,"endTime":2054.915,"body":"Thank you."},{"speaker":"Galen Low","startTime":2055.14,"endTime":2057.02,"body":"But then, you had mentioned"},{"speaker":"Galen Low","startTime":2055.14,"endTime":2057.02,"body":"autonomous, you had mentioned"},{"speaker":"Galen Low","startTime":2057.02,"endTime":2059.59,"body":"agentic, everyone's talking"},{"speaker":"Galen Low","startTime":2057.02,"endTime":2059.59,"body":"about it right now, a world"},{"speaker":"Galen Low","startTime":2059.59,"endTime":2062.32,"body":"where, yeah, it's just"},{"speaker":"Galen Low","startTime":2059.59,"endTime":2062.32,"body":"often doing its own thing."},{"speaker":"Galen Low","startTime":2062.5,"endTime":2064.56,"body":"Maybe you're bidding, but"},{"speaker":"Galen Low","startTime":2062.5,"endTime":2064.56,"body":"not in the same way where"},{"speaker":"Galen Low","startTime":2064.56,"endTime":2066.27,"body":"you're like having a chat"},{"speaker":"Galen Low","startTime":2064.56,"endTime":2066.27,"body":"and we're like, Hey, could"},{"speaker":"Galen Low","startTime":2066.27,"endTime":2067.1600000000003,"body":"you do this thing for me?"},{"speaker":"Galen Low","startTime":2067.31,"endTime":2069.84,"body":"Do you have an opinion on"},{"speaker":"Galen Low","startTime":2067.31,"endTime":2069.84,"body":"where that goes in terms of"},{"speaker":"Galen Low","startTime":2069.86,"endTime":2072.6400000000003,"body":"the project management world"},{"speaker":"Galen Low","startTime":2069.86,"endTime":2072.6400000000003,"body":"or just the world in general?"},{"speaker":"Galen Low","startTime":2072.75,"endTime":2075.57,"body":"Are people's anxieties"},{"speaker":"Galen Low","startTime":2072.75,"endTime":2075.57,"body":"founded around that?"},{"speaker":"Galen Low","startTime":2075.8,"endTime":2077.67,"body":"Or is it also one of"},{"speaker":"Galen Low","startTime":2075.8,"endTime":2077.67,"body":"those things where maybe"},{"speaker":"Galen Low","startTime":2077.67,"endTime":2080.48,"body":"people think it's like,"},{"speaker":"Galen Low","startTime":2077.67,"endTime":2080.48,"body":"Oh, that's basically AGI."},{"speaker":"Galen Low","startTime":2080.52,"endTime":2082.19,"body":"I guess we can skip"},{"speaker":"Galen Low","startTime":2080.52,"endTime":2082.19,"body":"to the apocalypse."},{"speaker":"Galen Low","startTime":2082.25,"endTime":2084.69,"body":"Whereas actually it's just,"},{"speaker":"Galen Low","startTime":2082.25,"endTime":2084.69,"body":"within these patterns?"},{"speaker":"Kathleen Walch","startTime":2084.78,"endTime":2087.23,"body":"If we"},{"speaker":"Kathleen Walch","startTime":2084.78,"endTime":2087.23,"body":"understand what AI can and"},{"speaker":"Kathleen Walch","startTime":2087.23,"endTime":2091.34,"body":"cannot do, and we understand"},{"speaker":"Kathleen Walch","startTime":2087.23,"endTime":2091.34,"body":"we're still in narrow AI."},{"speaker":"Kathleen Walch","startTime":2091.34,"endTime":2094.7200000000003,"body":"So we're applying one or more"},{"speaker":"Kathleen Walch","startTime":2091.34,"endTime":2094.7200000000003,"body":"of these seven patterns, but"},{"speaker":"Kathleen Walch","startTime":2094.7200000000003,"endTime":2099.1200000000003,"body":"we aren't in AGI where we have"},{"speaker":"Kathleen Walch","startTime":2094.7200000000003,"endTime":2099.1200000000003,"body":"a system that's human right?"},{"speaker":"Kathleen Walch","startTime":2099.1200000000003,"endTime":2099.92,"body":"And can do everything."},{"speaker":"Kathleen Walch","startTime":2099.92,"endTime":2101.52,"body":"Cause we still don't"},{"speaker":"Kathleen Walch","startTime":2099.92,"endTime":2101.52,"body":"have machine reasoning."},{"speaker":"Kathleen Walch","startTime":2101.7200000000003,"endTime":2104.73,"body":"So I like to talk about"},{"speaker":"Kathleen Walch","startTime":2101.7200000000003,"endTime":2104.73,"body":"this DIKUW pyramid."},{"speaker":"Kathleen Walch","startTime":2104.73,"endTime":2108.1000000000004,"body":"So data is at the bottom, the"},{"speaker":"Kathleen Walch","startTime":2104.73,"endTime":2108.1000000000004,"body":"foundation, but data on its own,"},{"speaker":"Kathleen Walch","startTime":2108.3500000000004,"endTime":2109.53,"body":"you can't do much with, right?"},{"speaker":"Kathleen Walch","startTime":2109.53,"endTime":2111.1200000000003,"body":"We need to apply"},{"speaker":"Kathleen Walch","startTime":2109.53,"endTime":2111.1200000000003,"body":"something to it."},{"speaker":"Kathleen Walch","startTime":2111.1200000000003,"endTime":2113.1200000000003,"body":"So we get our information"},{"speaker":"Kathleen Walch","startTime":2111.1200000000003,"endTime":2113.1200000000003,"body":"level, and this is"},{"speaker":"Kathleen Walch","startTime":2113.1200000000003,"endTime":2115.4100000000003,"body":"where we have dashboards"},{"speaker":"Kathleen Walch","startTime":2113.1200000000003,"endTime":2115.4100000000003,"body":"and, things like that."},{"speaker":"Kathleen Walch","startTime":2115.57,"endTime":2117.5,"body":"And then we go to D I K, right?"},{"speaker":"Kathleen Walch","startTime":2117.5,"endTime":2119.69,"body":"So we're at the knowledge,"},{"speaker":"Kathleen Walch","startTime":2117.5,"endTime":2119.69,"body":"and that's where machine"},{"speaker":"Kathleen Walch","startTime":2119.69,"endTime":2121.03,"body":"learning comes into play."},{"speaker":"Kathleen Walch","startTime":2121.3,"endTime":2123.8300000000004,"body":"Then we have the U, the"},{"speaker":"Kathleen Walch","startTime":2121.3,"endTime":2123.8300000000004,"body":"understanding, and this"},{"speaker":"Kathleen Walch","startTime":2123.8300000000004,"endTime":2125.9900000000002,"body":"is machine reasoning,"},{"speaker":"Kathleen Walch","startTime":2123.8300000000004,"endTime":2125.9900000000002,"body":"we still aren't there."},{"speaker":"Kathleen Walch","startTime":2126.02,"endTime":2127.51,"body":"And then at the"},{"speaker":"Kathleen Walch","startTime":2126.02,"endTime":2127.51,"body":"top we have wisdom."},{"speaker":"Kathleen Walch","startTime":2127.5400000000004,"endTime":2130.9,"body":"So we're far ways off"},{"speaker":"Kathleen Walch","startTime":2127.5400000000004,"endTime":2130.9,"body":"from AGI, it's important"},{"speaker":"Kathleen Walch","startTime":2130.9100000000003,"endTime":2132.1000000000004,"body":"to understand that."},{"speaker":"Kathleen Walch","startTime":2132.28,"endTime":2135.3,"body":"I know that there's different"},{"speaker":"Kathleen Walch","startTime":2132.28,"endTime":2135.3,"body":"things in the media about"},{"speaker":"Kathleen Walch","startTime":2135.3,"endTime":2136.94,"body":"how far off we actually are."},{"speaker":"Kathleen Walch","startTime":2136.94,"endTime":2139.2200000000003,"body":"Some people think we're"},{"speaker":"Kathleen Walch","startTime":2136.94,"endTime":2139.2200000000003,"body":"maybe a decade away."},{"speaker":"Kathleen Walch","startTime":2139.2200000000003,"endTime":2141.38,"body":"Some people think"},{"speaker":"Kathleen Walch","startTime":2139.2200000000003,"endTime":2141.38,"body":"we're a year away."},{"speaker":"Kathleen Walch","startTime":2141.38,"endTime":2143.4900000000002,"body":"Some people think"},{"speaker":"Kathleen Walch","startTime":2141.38,"endTime":2143.4900000000002,"body":"we're 100 years away."},{"speaker":"Kathleen Walch","startTime":2143.4900000000002,"endTime":2145.1800000000003,"body":"Some people think we're never"},{"speaker":"Kathleen Walch","startTime":2143.4900000000002,"endTime":2145.1800000000003,"body":"going to get there, right?"},{"speaker":"Kathleen Walch","startTime":2145.1800000000003,"endTime":2147.6600000000003,"body":"I mean, experts in the"},{"speaker":"Kathleen Walch","startTime":2145.1800000000003,"endTime":2147.6600000000003,"body":"industry cannot agree on this."},{"speaker":"Kathleen Walch","startTime":2147.96,"endTime":2150.84,"body":"But it is important to"},{"speaker":"Kathleen Walch","startTime":2147.96,"endTime":2150.84,"body":"understand the limitations that"},{"speaker":"Kathleen Walch","startTime":2150.84,"endTime":2153.51,"body":"we have right now, and again,"},{"speaker":"Kathleen Walch","startTime":2150.84,"endTime":2153.51,"body":"apply it where it makes sense."},{"speaker":"Kathleen Walch","startTime":2153.52,"endTime":2156.88,"body":"Agentic AI is the"},{"speaker":"Kathleen Walch","startTime":2153.52,"endTime":2156.88,"body":"hot topic of 2025."},{"speaker":"Kathleen Walch","startTime":2156.88,"endTime":2159.4500000000003,"body":"It's going to continue to"},{"speaker":"Kathleen Walch","startTime":2156.88,"endTime":2159.4500000000003,"body":"be the hot topic of 2025."},{"speaker":"Kathleen Walch","startTime":2159.48,"endTime":2164.44,"body":"At PMI, we have Infinity, which"},{"speaker":"Kathleen Walch","startTime":2159.48,"endTime":2164.44,"body":"is our, tool, our AI tool."},{"speaker":"Kathleen Walch","startTime":2164.51,"endTime":2168.42,"body":"And we are going to have"},{"speaker":"Kathleen Walch","startTime":2164.51,"endTime":2168.42,"body":"agentic AI capabilities there."},{"speaker":"Kathleen Walch","startTime":2168.4900000000002,"endTime":2170.5600000000004,"body":"But it is important to"},{"speaker":"Kathleen Walch","startTime":2168.4900000000002,"endTime":2170.5600000000004,"body":"understand, too, I think,"},{"speaker":"Kathleen Walch","startTime":2170.7000000000003,"endTime":2173.9500000000003,"body":"because we don't have a commonly"},{"speaker":"Kathleen Walch","startTime":2170.7000000000003,"endTime":2173.9500000000003,"body":"accepted definition of AI, then"},{"speaker":"Kathleen Walch","startTime":2173.9500000000003,"endTime":2175.8900000000003,"body":"that means What is agentic AI?"},{"speaker":"Kathleen Walch","startTime":2176.03,"endTime":2177.9900000000002,"body":"We don't really have a commonly"},{"speaker":"Kathleen Walch","startTime":2176.03,"endTime":2177.9900000000002,"body":"accepted definition of agentic"},{"speaker":"Kathleen Walch","startTime":2177.9900000000002,"endTime":2179.86,"body":"AI in the industry either."},{"speaker":"Kathleen Walch","startTime":2180.01,"endTime":2182.7900000000004,"body":"So is it actually autonomous?"},{"speaker":"Kathleen Walch","startTime":2182.9100000000003,"endTime":2184.5400000000004,"body":"Is it augmented?"},{"speaker":"Kathleen Walch","startTime":2184.6400000000003,"endTime":2186.2000000000003,"body":"Is it automated?"},{"speaker":"Kathleen Walch","startTime":2186.38,"endTime":2188.4500000000003,"body":"We're still moving towards"},{"speaker":"Kathleen Walch","startTime":2186.38,"endTime":2188.4500000000003,"body":"that, but it is exciting."},{"speaker":"Kathleen Walch","startTime":2188.46,"endTime":2190.63,"body":"I mean, things are changing"},{"speaker":"Kathleen Walch","startTime":2188.46,"endTime":2190.63,"body":"so incredibly fast."},{"speaker":"Kathleen Walch","startTime":2190.6400000000003,"endTime":2193.11,"body":"So if people are listening"},{"speaker":"Kathleen Walch","startTime":2190.6400000000003,"endTime":2193.11,"body":"to this in February of 2025,"},{"speaker":"Kathleen Walch","startTime":2193.51,"endTime":2195.69,"body":"what's it going to look"},{"speaker":"Kathleen Walch","startTime":2193.51,"endTime":2195.69,"body":"like in February of 2026?"},{"speaker":"Kathleen Walch","startTime":2196.215,"endTime":2199.0150000000003,"body":"What's it going to look"},{"speaker":"Kathleen Walch","startTime":2196.215,"endTime":2199.0150000000003,"body":"like in June of 2025?"},{"speaker":"Kathleen Walch","startTime":2199.5150000000003,"endTime":2200.195,"body":"Things change."},{"speaker":"Kathleen Walch","startTime":2200.195,"endTime":2203.7850000000003,"body":"And you're just that one real"},{"speaker":"Kathleen Walch","startTime":2200.195,"endTime":2203.7850000000003,"body":"breakthrough away or that one"},{"speaker":"Kathleen Walch","startTime":2203.7850000000003,"endTime":2205.175,"body":"different platform, right?"},{"speaker":"Kathleen Walch","startTime":2205.2250000000004,"endTime":2209.445,"body":"Earlier you brought up DeepSeek"},{"speaker":"Kathleen Walch","startTime":2205.2250000000004,"endTime":2209.445,"body":"that wasn't around a month ago."},{"speaker":"Kathleen Walch","startTime":2209.7650000000003,"endTime":2211.9750000000004,"body":"How do things continue"},{"speaker":"Kathleen Walch","startTime":2209.7650000000003,"endTime":2211.9750000000004,"body":"to evolve and how are"},{"speaker":"Kathleen Walch","startTime":2211.9750000000004,"endTime":2213.0350000000003,"body":"project professionals?"},{"speaker":"Kathleen Walch","startTime":2213.25,"endTime":2215.94,"body":"Adopting that agentic"},{"speaker":"Kathleen Walch","startTime":2213.25,"endTime":2215.94,"body":"AI and how do they bring"},{"speaker":"Kathleen Walch","startTime":2215.94,"endTime":2216.8700000000003,"body":"it into their workflow?"},{"speaker":"Kathleen Walch","startTime":2217.11,"endTime":2219.6000000000004,"body":"These are larger conversations,"},{"speaker":"Kathleen Walch","startTime":2217.11,"endTime":2219.6000000000004,"body":"your organization, how"},{"speaker":"Kathleen Walch","startTime":2219.6000000000004,"endTime":2220.7200000000003,"body":"are they bringing this in?"},{"speaker":"Kathleen Walch","startTime":2220.73,"endTime":2222.9500000000003,"body":"How are they adopting these"},{"speaker":"Kathleen Walch","startTime":2220.73,"endTime":2222.9500000000003,"body":"tools and technologies?"},{"speaker":"Kathleen Walch","startTime":2223.1200000000003,"endTime":2225.17,"body":"We need to make sure that we're"},{"speaker":"Kathleen Walch","startTime":2223.1200000000003,"endTime":2225.17,"body":"doing it in a trustworthy,"},{"speaker":"Kathleen Walch","startTime":2225.2000000000003,"endTime":2226.67,"body":"ethical and responsible way."},{"speaker":"Kathleen Walch","startTime":2226.8,"endTime":2228.9300000000003,"body":"I know there's a lot of"},{"speaker":"Kathleen Walch","startTime":2226.8,"endTime":2228.9300000000003,"body":"concerns around that."},{"speaker":"Kathleen Walch","startTime":2228.9300000000003,"endTime":2230.28,"body":"Data privacy, right?"},{"speaker":"Kathleen Walch","startTime":2230.42,"endTime":2231.625,"body":"Governance issues."},{"speaker":"Kathleen Walch","startTime":2231.775,"endTime":2233.295,"body":"the trustworthy aspects."},{"speaker":"Kathleen Walch","startTime":2233.295,"endTime":2235.0150000000003,"body":"Do we trust these systems?"},{"speaker":"Kathleen Walch","startTime":2235.0150000000003,"endTime":2236.335,"body":"Do we have them internally?"},{"speaker":"Kathleen Walch","startTime":2236.3650000000002,"endTime":2237.7250000000004,"body":"Can we use external ones?"},{"speaker":"Kathleen Walch","startTime":2237.735,"endTime":2240.0750000000003,"body":"So it's a really exciting time."},{"speaker":"Kathleen Walch","startTime":2240.1150000000002,"endTime":2243.155,"body":"And these tools are"},{"speaker":"Kathleen Walch","startTime":2240.1150000000002,"endTime":2243.155,"body":"continuing to get better."},{"speaker":"Kathleen Walch","startTime":2243.2650000000003,"endTime":2245.2450000000003,"body":"New ones are coming out"},{"speaker":"Kathleen Walch","startTime":2243.2650000000003,"endTime":2245.2450000000003,"body":"every single day, like I had"},{"speaker":"Kathleen Walch","startTime":2245.2450000000003,"endTime":2246.635,"body":"said earlier on the podcast."},{"speaker":"Kathleen Walch","startTime":2246.7050000000004,"endTime":2248.0150000000003,"body":"And so that can"},{"speaker":"Kathleen Walch","startTime":2246.7050000000004,"endTime":2248.0150000000003,"body":"get overwhelming."},{"speaker":"Kathleen Walch","startTime":2248.0150000000003,"endTime":2249.105,"body":"So it's where do you even start?"},{"speaker":"Kathleen Walch","startTime":2249.1150000000002,"endTime":2250.985,"body":"And you had said, how do"},{"speaker":"Kathleen Walch","startTime":2249.1150000000002,"endTime":2250.985,"body":"you even keep up with it?"},{"speaker":"Kathleen Walch","startTime":2250.9950000000003,"endTime":2254.3100000000004,"body":"And I think Learning"},{"speaker":"Kathleen Walch","startTime":2250.9950000000003,"endTime":2254.3100000000004,"body":"and doing every day."},{"speaker":"Kathleen Walch","startTime":2254.51,"endTime":2255.8300000000004,"body":"You have to practice, right?"},{"speaker":"Kathleen Walch","startTime":2255.84,"endTime":2257.6800000000003,"body":"It has to start"},{"speaker":"Kathleen Walch","startTime":2255.84,"endTime":2257.6800000000003,"body":"being that reflex."},{"speaker":"Kathleen Walch","startTime":2257.7200000000003,"endTime":2260.53,"body":"How do you make it"},{"speaker":"Kathleen Walch","startTime":2257.7200000000003,"endTime":2260.53,"body":"part of your every day?"},{"speaker":"Kathleen Walch","startTime":2260.53,"endTime":2262.59,"body":"I say never start with a"},{"speaker":"Kathleen Walch","startTime":2260.53,"endTime":2262.59,"body":"blank page anymore, right?"},{"speaker":"Kathleen Walch","startTime":2262.59,"endTime":2263.6800000000003,"body":"If you're starting with"},{"speaker":"Kathleen Walch","startTime":2262.59,"endTime":2263.6800000000003,"body":"a blank page, you're"},{"speaker":"Kathleen Walch","startTime":2263.6800000000003,"endTime":2264.36,"body":"doing something wrong."},{"speaker":"Kathleen Walch","startTime":2264.3700000000003,"endTime":2267.6400000000003,"body":"Have it help you with that"},{"speaker":"Kathleen Walch","startTime":2264.3700000000003,"endTime":2267.6400000000003,"body":"brainstorming, or have it write"},{"speaker":"Kathleen Walch","startTime":2267.6400000000003,"endTime":2270.13,"body":"a first draft, and then you"},{"speaker":"Kathleen Walch","startTime":2267.6400000000003,"endTime":2270.13,"body":"can edit it, or whatever it"},{"speaker":"Kathleen Walch","startTime":2270.13,"endTime":2271.3100000000004,"body":"is that you're trying to do."},{"speaker":"Kathleen Walch","startTime":2271.53,"endTime":2275.0600000000004,"body":"But it is that reflex that you"},{"speaker":"Kathleen Walch","startTime":2271.53,"endTime":2275.0600000000004,"body":"need to get used to, right?"},{"speaker":"Kathleen Walch","startTime":2275.0600000000004,"endTime":2275.98,"body":"And how do you do that?"},{"speaker":"Kathleen Walch","startTime":2275.98,"endTime":2277.3100000000004,"body":"Just continue to practice."},{"speaker":"Galen Low","startTime":2277.92,"endTime":2278.44,"body":"I love that."},{"speaker":"Galen Low","startTime":2278.52,"endTime":2280.5400000000004,"body":"The mindset and the reflex."},{"speaker":"Galen Low","startTime":2280.9700000000003,"endTime":2283.57,"body":"Kathleen, this was a really"},{"speaker":"Galen Low","startTime":2280.9700000000003,"endTime":2283.57,"body":"inspiring conversation."},{"speaker":"Galen Low","startTime":2283.57,"endTime":2285.48,"body":"I don't think I've taken"},{"speaker":"Galen Low","startTime":2283.57,"endTime":2285.48,"body":"so many notes in an"},{"speaker":"Galen Low","startTime":2285.48,"endTime":2286.96,"body":"episode, probably ever."},{"speaker":"Galen Low","startTime":2287.01,"endTime":2288.92,"body":"And I mean this in a"},{"speaker":"Galen Low","startTime":2287.01,"endTime":2288.92,"body":"good way, as in capturing"},{"speaker":"Galen Low","startTime":2288.92,"endTime":2291.48,"body":"knowledge for myself, not"},{"speaker":"Galen Low","startTime":2288.92,"endTime":2291.48,"body":"like what to edit in post."},{"speaker":"Galen Low","startTime":2291.69,"endTime":2293.38,"body":"I think PMI is"},{"speaker":"Galen Low","startTime":2291.69,"endTime":2293.38,"body":"lucky to have you."},{"speaker":"Galen Low","startTime":2293.4900000000002,"endTime":2295.7400000000002,"body":"I'm excited about what comes"},{"speaker":"Galen Low","startTime":2293.4900000000002,"endTime":2295.7400000000002,"body":"next, and maybe we should"},{"speaker":"Galen Low","startTime":2295.75,"endTime":2298.9150000000004,"body":"have you back February"},{"speaker":"Galen Low","startTime":2295.75,"endTime":2298.9150000000004,"body":"2026, if not in between to"},{"speaker":"Galen Low","startTime":2298.9150000000004,"endTime":2301.775,"body":"do a comparison on, where"},{"speaker":"Galen Low","startTime":2298.9150000000004,"endTime":2301.775,"body":"we landed after 365 days."},{"speaker":"Kathleen Walch","startTime":2302.2250000000004,"endTime":2302.695,"body":"Yeah."},{"speaker":"Kathleen Walch","startTime":2302.695,"endTime":2303.895,"body":"I know it's changing so fast."},{"speaker":"Kathleen Walch","startTime":2303.895,"endTime":2305.6850000000004,"body":"Sometimes people go where are"},{"speaker":"Kathleen Walch","startTime":2303.895,"endTime":2305.6850000000004,"body":"we going to be, a year from"},{"speaker":"Kathleen Walch","startTime":2305.6850000000004,"endTime":2306.6650000000004,"body":"now, five years from now?"},{"speaker":"Kathleen Walch","startTime":2306.6650000000004,"endTime":2309.195,"body":"And I'm like, where are we"},{"speaker":"Kathleen Walch","startTime":2306.6650000000004,"endTime":2309.195,"body":"going to be a month from now?"},{"speaker":"Galen Low","startTime":2311.7450000000003,"endTime":2312.7850000000003,"body":"Oh, I love it."},{"speaker":"Galen Low","startTime":2312.8450000000003,"endTime":2313.215,"body":"I love it."},{"speaker":"Galen Low","startTime":2313.215,"endTime":2313.465,"body":"I love it."},{"speaker":"Galen Low","startTime":2313.465,"endTime":2316.135,"body":"Where can people find more"},{"speaker":"Galen Low","startTime":2313.465,"endTime":2316.135,"body":"about the CPMAI certification?"},{"speaker":"Kathleen Walch","startTime":2316.46,"endTime":2318.86,"body":"Yeah,"},{"speaker":"Kathleen Walch","startTime":2316.46,"endTime":2318.86,"body":"so go to PMI.org."},{"speaker":"Kathleen Walch","startTime":2319.1000000000004,"endTime":2320.0,"body":"You can find it there."},{"speaker":"Kathleen Walch","startTime":2320.02,"endTime":2322.7400000000002,"body":"Also, I have a podcast,"},{"speaker":"Kathleen Walch","startTime":2320.02,"endTime":2322.7400000000002,"body":"AI Today, where we"},{"speaker":"Kathleen Walch","startTime":2322.7400000000002,"endTime":2324.26,"body":"talk about CPMAI."},{"speaker":"Kathleen Walch","startTime":2324.4500000000003,"endTime":2326.9700000000003,"body":"We're in the middle of a"},{"speaker":"Kathleen Walch","startTime":2324.4500000000003,"endTime":2326.9700000000003,"body":"use case series right now,"},{"speaker":"Kathleen Walch","startTime":2326.9900000000002,"endTime":2329.69,"body":"so that is now an official"},{"speaker":"Kathleen Walch","startTime":2326.9900000000002,"endTime":2329.69,"body":"PMI podcast, and I'm"},{"speaker":"Kathleen Walch","startTime":2329.69,"endTime":2330.9700000000003,"body":"really excited about that."},{"speaker":"Kathleen Walch","startTime":2330.9700000000003,"endTime":2333.7200000000003,"body":"I know we're transitioning"},{"speaker":"Kathleen Walch","startTime":2330.9700000000003,"endTime":2333.7200000000003,"body":"everything over to the PMI"},{"speaker":"Kathleen Walch","startTime":2333.73,"endTime":2336.09,"body":"system, as anybody with"},{"speaker":"Kathleen Walch","startTime":2333.73,"endTime":2336.09,"body":"acquisitions know, it does"},{"speaker":"Kathleen Walch","startTime":2336.09,"endTime":2338.15,"body":"take a little bit of time,"},{"speaker":"Kathleen Walch","startTime":2336.09,"endTime":2338.15,"body":"but we're getting there, and"},{"speaker":"Kathleen Walch","startTime":2338.1800000000003,"endTime":2339.9900000000002,"body":"I'm really excited about that."},{"speaker":"Kathleen Walch","startTime":2340.1200000000003,"endTime":2342.02,"body":"You can also find me"},{"speaker":"Kathleen Walch","startTime":2340.1200000000003,"endTime":2342.02,"body":"on LinkedIn, Kathleen"},{"speaker":"Kathleen Walch","startTime":2342.02,"endTime":2347.02,"body":"Walch, or PMI Cognilytica"},{"speaker":"Kathleen Walch","startTime":2342.02,"endTime":2347.02,"body":"is on LinkedIn as well."},{"speaker":"Galen Low","startTime":2347.38,"endTime":2347.8700000000003,"body":"Amazing."},{"speaker":"Galen Low","startTime":2347.8700000000003,"endTime":2350.27,"body":"I will also include all those"},{"speaker":"Galen Low","startTime":2347.8700000000003,"endTime":2350.27,"body":"links in the show notes."},{"speaker":"Galen Low","startTime":2350.5,"endTime":2352.25,"body":"Kathleen, thank you so"},{"speaker":"Galen Low","startTime":2350.5,"endTime":2352.25,"body":"much for joining me today."},{"speaker":"Galen Low","startTime":2352.25,"endTime":2353.26,"body":"It has been so much fun."},{"speaker":"Kathleen Walch","startTime":2353.6600000000003,"endTime":2354.2900000000004,"body":"Yeah, thanks."},{"speaker":"Kathleen Walch","startTime":2354.2900000000004,"endTime":2355.88,"body":"I always love to"},{"speaker":"Kathleen Walch","startTime":2354.2900000000004,"endTime":2355.88,"body":"talk to you, Galen."},{"speaker":"Galen Low","startTime":2356.5400000000004,"endTime":2357.7900000000004,"body":"All right"},{"speaker":"Galen Low","startTime":2356.5400000000004,"endTime":2357.7900000000004,"body":"folks, there you have it."},{"speaker":"Galen Low","startTime":2357.9700000000003,"endTime":2360.1600000000003,"body":"As always, if you'd like to"},{"speaker":"Galen Low","startTime":2357.9700000000003,"endTime":2360.1600000000003,"body":"join the conversation with"},{"speaker":"Galen Low","startTime":2360.1600000000003,"endTime":2362.6600000000003,"body":"over a thousand like-minded"},{"speaker":"Galen Low","startTime":2360.1600000000003,"endTime":2362.6600000000003,"body":"project management champions,"},{"speaker":"Galen Low","startTime":2362.84,"endTime":2363.9300000000003,"body":"come join our collective."},{"speaker":"Galen Low","startTime":2364.1200000000003,"endTime":2367.0600000000004,"body":"Head on over to"},{"speaker":"Galen Low","startTime":2364.1200000000003,"endTime":2367.0600000000004,"body":"thedpm.com/membership"},{"speaker":"Galen Low","startTime":2367.2000000000003,"endTime":2367.88,"body":"to learn more."},{"speaker":"Galen Low","startTime":2368.27,"endTime":2370.19,"body":"And if you like what you"},{"speaker":"Galen Low","startTime":2368.27,"endTime":2370.19,"body":"heard today, please subscribe"},{"speaker":"Galen Low","startTime":2370.19,"endTime":2373.67,"body":"and stay in touch on"},{"speaker":"Galen Low","startTime":2370.19,"endTime":2373.67,"body":"thedigitalprojectmanager.com."},{"speaker":"Galen Low","startTime":2373.69,"endTime":2375.7200000000003,"body":"Until next time,"},{"speaker":"Galen Low","startTime":2373.69,"endTime":2375.7200000000003,"body":"thanks for listening."}]}