AI in Action

What if an AI could remember you—not just your last question, but your preferences, past conversations, and unique personality? In this episode, host Robert is joined by AI Engineer Terresa Pan to discuss EchoStar, a groundbreaking hierarchical memory system for AI. Terresa explains how different "memory banks" (episodic, semantic, and procedural) work together to create an AI with a genuine, long-term memory, allowing it to truly listen, adapt, and build an evolving relationship with its user.

Ever wondered how AI can seamlessly juggle text, images, and data analysis all at once? On this episode of AI in Action, we're unlocking the secrets behind Google's Agent Development Kit with expert Teresa Pan. She's here to discuss how ADK's unique approach to 'artifacts' is transforming the way developers build sophisticated AI agents. We'll explore her fascinating applications, from an AI-powered research assistant to a creative LinkedIn content generator. Stay tuned for a look under the hood of next-generation AI!

AI is evolving rapidly, moving beyond information processing to tackle complex tasks. Today, we explore the "Grand Code Agent," an AI by Teresa Pan that showcases this shift. Forget rigid commands; this agent uses Python code to interact with tools, retrieve financial data, visualize information from PDFs and images, and even generate memes. We'll delve into how this "code-first" approach, powered by the SmolAgents framework, offers greater flexibility, efficiency, and even self-debugging capabilities, changing how AI gets things done. Join us for a behind-the-scenes look at this fascinating technology.

This episode discusses an AI Multi-Agent Simulation Project, exemplified by an "AI Debate Simulator." It utilizes Large Language Models (LLMs), grounded by Retrieval-Augmented Generation (RAG) with a Pinecone vector database, to simulate discussions among AI personas representing various individuals. The system allows users to configure simulations with different participants and topics, observe the multi-round interactions, review the knowledge sources used, and pose follow-up questions. Built using Langchain, LangGraph, and Streamlit, the application features a user interface for setup and review, and leverages backend services like Google Generative AI for language processing and Pinecone for knowledge storage.

The podcast introduces an AI-powered staffing platform called Interactive SmartMatch made by Terresa Pan, an AI engineer and consultant. The platform aims to improve internal efficiency by using AI to optimally match consultants to projects based on skills, availability, and project needs. Key features include automatic extraction of project requirements, a human-in-the-loop verification process, real-time consultant matching with a scoring system, and the use of technologies like Google Gemini, LangChain, and Supabase for its functionality. For more information, visit Terresa Pan's AI Agent Garden

OpenAI’s O3 and O3-mini are impressive feats of engineering, pushing the boundaries of what’s currently possible. But the journey toward Artificial General Intelligence isn’t a sprint to saturate existing benchmarks. It’s a marathon requiring us to constantly refine our understanding of intelligence itself and, crucially, to evolve the yardsticks we use to measure it. The focus needs to shift towards challenges like ARC and Frontier Math, pushing researchers beyond memorization and towards genuine problem-solving. Only then can we truly gauge how far we’ve come and how much further we have to go on the path to creating truly intelligent machines.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan. It outlines three key strategies for creating successful short-form videos: Tagging thinking, Establishing a clear stance, and Incorporating personal experiences. Tagging involves using numerous relevant keywords to maximize reach, while a defined stance—taking a side on an issue—builds a strong brand identity and loyal following. Finally, integrating personal experiences creates unique and engaging content that resonates with viewers. The article also advises on adopting a specific posture, suggesting that "strong" creators should appear vulnerable, and "weak" creators should maintain positivity and authenticity.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan, titled "The Art of Product Storytelling." It focuses on enhancing product presentation in short videos. It offers seven key approaches to visually showcasing products: using the product, exaggeration, comparison, similarity, using intermediaries, highlighting material qualities, and employing metaphors. The article also emphasizes the importance of strategic lighting to improve the visual appeal of the product. Specific examples are provided for each technique to illustrate practical application in short video formats. The overall goal is to make products more captivating and memorable to viewers.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan. It explores narrative aesthetics in short videos, focusing on the manipulation of space to enhance storytelling. It examines how spatial elements like lighting, depth, and arrangement contribute to character identity, evoke emotions, and create a sense of realism. The article details techniques for controlling spatial depth and using elements like mirrors and dynamic foreground objects to build atmosphere. Finally, it discusses the strategic movement of characters within and between spaces to advance the narrative.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan discusses narrative aesthetics in short-form video. The core concept is manipulating time to control audience emotion, achieved through pacing and storytelling techniques. Pan details various methods, including altering narrative time versus story time, employing repetition and contrast, and utilizing visual and auditory elements like color, framing, and sound design. She emphasizes the importance of creating conflict and utilizing varied perspectives and tones to engage viewers. Ultimately, the article offers a framework for crafting compelling short videos by skillfully managing the experience of time.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan. It provides a guide to crafting compelling narratives, particularly for short-form video content. It outlines a storytelling framework encompassing character development, conflict creation, and structural elements like inciting incidents and resolutions. The article emphasizes the importance of emotional engagement through value-driven conflicts and suggests various narrative techniques, including the use of suspense and different story arcs. Ultimately, it promotes storytelling as a powerful tool for connecting with audiences and building a personal brand. Specific story structures and examples are provided for practical application.

This episode discusses a Medium article, part three of a series by AI engineer and social media strategist Terresa Pan. It focuses on "emotion triggers" in short-form video content creation. It argues that eliciting emotional responses, beyond simple likes or comments, is crucial for engagement. The article details various strategies for prompting likes, comments, saves, shares, and follows, emphasizing the need to understand audience motivations. Ultimately, Pan connects these techniques to audience targeting through careful structural design in videos.

This episode discusses a Medium article by AI engineer Terresa Pan who explores five video content structural frameworks—Interest Point, Resonance-Driven, Logical Reasoning, Dramatic and rhythmic—designed to boost viewer engagement and completion rates. Each framework leverages distinct psychological processes to maintain audience interest and stimulate interaction. The article details the characteristics of each framework and offers examples to illustrate their application. Finally, it suggests combining different frameworks for enhanced impact. A diagram further visualizes one aspect of the structural concept.

This episode discusses a Medium article by AI engineer Terresa Pan, the first in a three-part series. It explains how to craft compelling content using a "power structure" of hooks, skeletons, and emotional triggers. Thirteen types of hooks are detailed, ranging from imbalanced emotions and curiosity to social identity and primal desires. The article emphasizes tailoring the structure to the target audience and understanding their preferences to maximize engagement. Hooks, skeletons, and emotional triggers can be layered and combined to create a powerful impact. Ultimately, the goal is to create content that resonates with the audience and drives traffic.

This episode discusses a Medium article by AI engineer and social media strategist Terresa Pan. It explores strategies for creating viral content. The core concept revolves around presenting universal themes in unexpected ways, leveraging viewers' innate desire for novelty. This involves connecting with audiences emotionally, rather than simply providing instructional information, and utilizing techniques like juxtaposition, metaphor, and detailed storytelling to generate intrigue and relatability. The article emphasizes the importance of finding fresh perspectives on familiar subjects to capture viewers' attention and create shareable content. Finally, the author stresses the significance of understanding universal human emotions and experiences in content creation.

This Episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, outlining key aspects of short-form video content creation, specifically focusing on strategies for TikTok, Instagram Reels, and YouTube Shorts. It addresses crucial questions about attracting an audience, including the importance of defining a target audience and creating content tailored to their interests, as well as crafting engaging narratives with a high information density to ensure viewer retention. The article emphasizes the use of "hooks" to grab attention, the importance of strategically planned video structure, and the need to consider audience psychology in order to evoke an emotional response that encourages interaction and engagement. Ultimately, Pan argues that success depends on a combination of talent, careful selection of topics, and a bit of luck, but that strategic execution of these principles can significantly improve the chances of achieving viral content.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, offering a practical guide for improving on-camera charisma for short video content creators. The article explore a variety of factors that contribute to an authentic and engaging presence in front of the camera, including the importance of establishing a clear motive for speaking, utilizing physical actions to convey meaning, and adjusting one's physical and mental state to enhance authenticity. Pan debunks the myth that charisma equates to acting ability and emphasizes that strong, genuine expression is ultimately about conveying emotions and feelings in a natural way. The article provides a series of actionable tips for incorporating these principles into one's video creation process.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist,  providing a beginner's guide to video production. It covers fundamental skills, including shooting techniques, story composition, and visual elements. Pan emphasizes using clear and concise visuals, understanding the different types of video content, and mastering the use of camera angles, framing, and depth of field. The article highlights the importance of considering how visual elements affect the viewer's experience and communicate meaning.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, exploring the art of writing for a mobile audience. Pan emphasizes the importance of using specific details and sensory language to create vivid imagery and engage readers on the go. She also highlights the power of conflict in driving engagement and the role of rhythm and structure in enhancing readability. By incorporating these elements, Pan argues, writers can create compelling and impactful copy that resonates with readers in the mobile age.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist,  outlining a method for developing successful content creation strategies. The article emphasizes the importance of creating content that effectively links solutions to user needs. It suggests two approaches: starting with user needs and finding content that offers solutions, or starting with content and finding how it addresses user needs. The article also provides practical steps for developing a content library that caters to user needs and building a strong online persona by aligning content with specific marketing points. The author concludes by emphasizing the connection between content strategies, user engagement, and building a robust online presence.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing a guide for building a personal brand on social media. It outlines seven different categories of content that creators can use to establish their unique personality, including sharing personal experiences, revealing industry insights, and providing solutions to common problems. The article emphasizes the importance of creating content that resonates with audiences and generates engagement, suggesting strategies for crafting engaging content that promotes personal brand growth.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, exploring the art of crafting a compelling online presence. It breaks down the concept of account positioning, which encompasses defining your target audience, the value you offer, your persona, the type of content you produce, and the style of delivery. The article then delves into the specifics of content type, focusing on narrative vs. visual approaches and how to combine them effectively. It emphasizes the importance of matching style to persona and aligning both with the relationship you aim to build with viewers. Ultimately, the article stresses the significance of differentiation through unique persona and value, emphasizing that authenticity and personal development lead to meaningful and enduring online success.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, focusing on social media positioning strategies, particularly the importance of crafting a strong personal brand or "persona" for a social media account. Pan argues that a compelling persona is crucial for building a following and establishing a unique presence in the competitive online space. The article explores various aspects of persona development, including identifying core values, target audience, unique selling points, personality traits, and storytelling techniques. It emphasizes the need to authentically connect with viewers through a genuine portrayal of the creator's values and experiences, ultimately shaping a memorable and engaging brand.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing insights into defining a social media account's position. The article emphasizes the crucial role of account positioning in achieving success on social media platforms. It explains that account positioning encompasses various elements such as value, target audience, persona, content type, and style. The article then dives into detailed strategies for defining these elements, focusing on how to establish a unique competitive advantage through clear value proposition, target audience identification, and persona development. It also addresses the importance of content strategy and content creation techniques to resonate with the chosen audience and build a loyal following.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, explaining how to maximize traffic on online platforms by understanding and utilizing platform algorithms. The article focuses on the "demand" component of traffic, arguing that content with high demand, as determined by the platform's audience, will always receive more views than content with less demand, regardless of data metrics. The article then outlines several key elements that influence algorithmic ranking, including freshness, interaction data, completion rates, and conversion rates. It emphasizes the importance of using video tags to educate the algorithm about the content and attract a targeted audience, and it suggests that paid advertising can be used strategically to accelerate the algorithm's recognition of the content and boost its reach.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, arguing that the goal of content creation should not solely be to drive traffic, but to convert that traffic into sales or long-term audience engagement. The article emphasizes the importance of vertical segmentation, which involves understanding an audience's specific needs and values and creating content that directly connects to those needs. The author further emphasizes the distinction between marketing and selling content and suggests a balanced approach using both public and private platforms to maximize reach and engagement. Finally, the article emphasizes the importance of precision targeting, aligning content with the values of the ideal audience to foster deeper engagement and drive conversions.

This episode discusses the book "Social Media Video Marketing for small business owners" by Terresa Pan, an AI engineer and social media strategist. The book focuses on using short videos to generate leads for small businesses across social media platforms like TikTok, Instagram, and YouTube. It explores strategies for defining target audiences, choosing platforms, developing content strategies, and creating compelling video content. The text also examines tools and tips for producing videos, optimizing for each platform, and measuring video performance, along with advice on how to interpret data and adjust video marketing strategies to maximize lead generation.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, highlighting the importance of performance ability, or acting ability, in video creation, highlighting how it helps convey emotions and make videos more relatable. The article then provides ten specific tips for improving performance ability, such as focusing on facial expressions, understanding the situation, and designing actions to enhance the portrayal of characters. The author provides a script example demonstrating how these tips can be applied to a video about a mother scolding her child, showcasing the practical application of these techniques.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing advice on how to strategically choose and utilize location, props, lighting, and background in video creation to effectively convey a message and create the desired atmosphere. It emphasizes the importance of aligning the setting with the video's overall theme and message, illustrating its point with examples such as a fashion brand video with "vacation vibes" and a home renovation company video showcasing its services. The author stresses that a well-designed setting enhances a video's impact and memorability for viewers.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing an overview of editing techniques and tools used to create engaging TikTok videos. It explains key editing principles such as using strong openings, catchy music, creative transitions, and special effects. The article also discusses several popular editing tools for TikTok, including TikTok's built-in editing tools, CapCut, iMovie, Inshot, Adobe Premiere Rush, Final Cut Pro X, and DaVinci Resolve. Finally, the article highlights the importance of editing for creating professional-looking TikTok videos that capture and retain audience attention.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing guidance on incorporating sound effectively in short videos. It emphasizes the importance of using appropriate music, dialogue, and sound effects, explaining how each element contributes to the overall impact of a video. The article also addresses practical aspects of audio recording, such as choosing the right microphone, finding a quiet recording environment, and improving vocal delivery. It concludes with a step-by-step illustration of how sound effects can enhance the experience of a cooking show.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, covering how to create effective, engaging scripts for product videos. It discusses the importance of clear messaging, where the product’s core benefits should be immediately evident. Storyboarding is emphasized as a crucial planning tool, helping creators visualize each shot and maintain narrative flow. Effective humor is another key element, disarming viewers and making the message more memorable, as long as it aligns with the product’s tone. The guide also stresses the importance of gathering diverse feedback to refine content and adapt it to various perspectives, ensuring authenticity and connection with the audience.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing a step-by-step guide for writing scripts for process-showing videos. It outlines key script elements, such as a clear introduction, detailed instructions, and engaging storytelling techniques, along with examples of different types of process-showing scripts. Pan also uses a specific example of a lasagna script to illustrate these concepts.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing a step-by-step guide for script writing for opinion expressing videos on social media. Pan advises creators to challenge established viewpoints by presenting evidence for alternative perspectives and framing their opinions within a broader social context. The article includes a sample script that critiques a commonly held belief about success, arguing that external factors like access to resources and privilege are also essential. Pan emphasizes the importance of respectfully engaging with opposing views, supporting arguments with facts and evidence, and building a reputation as an expert in order to attract a large audience and grow a social media presence.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, offering a step-by-step guide on how to craft an engaging script for knowledge teaching videos. The author provides tips on structuring your script to give your audience a sense of gain, focusing on relevant topics, highlighting real-world problems with low-cost solutions, and providing just enough information to be helpful without being overwhelming. The article also emphasizes the importance of using engaging language, visuals, and storytelling techniques to keep your audience interested and invested in the material.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing social media content creators with strategies for earning money from their platforms. The article outlines both passive and active income strategies, including affiliate marketing, sponsored posts, advertising, product sales, consulting services, and subscription-based models. The author, a social media strategist, uses a case study of an experienced gardener as an example to illustrate how creators can match their content to their target audience and identify suitable monetization strategies. The blog post concludes by emphasizing that finding the right monetization strategy depends on a creator's niche, content, and audience, and encourages readers to test different strategies to find what works best.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, exploring the differences between passive income strategies and active income strategies for social media creators. The article outlines the benefits and drawbacks of each approach, emphasizing the low maintenance and scalability of passive income strategies but noting the potential for limited earnings. Conversely, active income strategies offer greater control and earning potential but require a significant investment of time and effort. Ultimately, the article suggests that the best monetization approach depends on the creator's individual goals and circumstances.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing advice on how to create a video that will appeal to and inspire younger audiences. The author suggests that a video's tone should be carefully considered and aligned with its content, target audience, and desired message. The article examines various aspects of video production, including the location, lighting, shooting equipment, clothing, format, and background music, and explains how each element can contribute to an effective tone. Additionally, the source highlights the importance of authenticity and vulnerability in connecting with younger viewers.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, focusing on the importance of presenting the right image to your audience to successfully engage them as a creator on social media. The author, Terresa Pan, explores two different approaches to creating a compelling image: presenting yourself as relatable and down-to-earth to lower audience expectations, and presenting yourself as aspirational to showcase a lifestyle your audience may desire. The text illustrates these strategies with examples from popular accounts on platforms like TikTok and Instagram, emphasizing that the key is to choose an image that resonates with your target audience. Ultimately, the goal is to create trust and engagement with your audience by portraying an image that aligns with their interests and values.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, exploring how creators can create more effective videos by aligning their image with the products they are selling. The author argues that creators should present themselves and their content in a way that is consistent with the target audience and the type of products being promoted. The article provides specific examples of how fashion designers and mass manufacturers can achieve this alignment by focusing on factors like the location of the video, lighting and color choices, camera movement, and background music.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, highlighting the importance of building relationships between content creators and their audiences. It outlines five types of creator-audience relationships, highlighting the advantages and disadvantages of each, and explores various strategies for engaging audiences, such as using humor. The text emphasizes the need for creators to understand their audience's needs and preferences in order to create successful content.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, offering tips for social media creators on how to avoid content misalignment with their target audience. The article stresses the importance of identifying and understanding the target audience's interests and needs. It then presents a case study of a gardener, analyzing three types of target audiences and providing content examples for each. The article concludes by emphasizing the significance of tailoring content to the specific needs of each target audience to ensure engagement and success on social media platforms.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, explaining why certain niche videos go viral. The author argues that these videos, often featuring mundane tasks like barnacle removal or blackhead extraction, evoke feelings of satisfaction and accomplishment in viewers. This sense of satisfaction is achieved through the "before and after" format of these videos, which highlight the improvement resulting from the task completion. The author further suggests that this principle can be applied to various niches, including food, fashion, fitness, home improvement, and DIY, to create viral content.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, exploring the concept of nostalgia and how it can be effectively used in content creation. The article argues that nostalgia, a powerful emotion evoking longing for the past, is often overlooked by creators, despite its potential to deepen audience engagement and connection. The author outlines various techniques creators can use to evoke nostalgia, such as incorporating vintage imagery, music, storytelling, and design elements. Examples are provided for different content niches like food, fashion, and gardening, highlighting how creators can tap into nostalgia to make their content more impactful and memorable.

This episode discusses Terresa Pan's Medium article exploring the concept of content strategy for monetization. Pan emphasizes the importance of aligning content with a target audience, product or service, and the creator's expertise and interests. She uses the example of a Mexican restaurant owner and private chef to illustrate how aligning these factors can lead to a successful content strategy. The article also discusses the benefits of creating separate social media accounts for different businesses, as well as the growing popularity of short video content for monetization.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, focusing on the pros and cons of using either a narrow or broad niche for content creation. Pan argues that creators must carefully consider their target audience and the competition they face when choosing their niche. She provides specific examples of how creators in various niches can navigate the challenges of attracting and retaining an audience while also establishing themselves as experts in their fields. The article emphasizes the importance of developing a content strategy that is both effective and engaging in order to maximize success.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist on the importance of aligning content with target audience, products or services, and creator expertise in order to achieve success on social media. The article presents examples of how misalignment can lead to a decrease in engagement and a loss of followers. For example, a fashion blogger who promotes budget-friendly fast fashion products after primarily creating content about luxury fashion items may experience a loss of followers. Ultimately, the article argues that it is crucial for creators to carefully consider their monetization and content strategies before creating content in order to ensure their social media presence is successful and sustainable.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, about various formats for creating engaging video content. The article emphasizes the importance of balancing storytelling, education, and product promotion to cater to different audience needs. It explores six distinct formats: storytelling, teaching, showing a process, humor, expressing opinions, and product introduction. The article provides examples of how food creators can utilize these formats, suggesting that mixing them can keep viewers engaged and appeal to a broader audience. Ultimately, the article stresses the importance of understanding one's target audience and tailoring video content accordingly to achieve specific goals.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, providing tips and strategies for creators looking to build a successful social media presence. The author offers advice on how to develop an idea bank for content, how to create TikTok videos that stand out from the crowd, and how to generate creative and effective short form video ideas for various platforms. Pan emphasizes the importance of audience engagement, understanding trends, and staying true to personal interests while creating compelling content.

This episode discusses a Medium article by Terresa Pan, an AI engineer and social media strategist, focusing on the importance of creating relatable content for social media. The author argues that using specific details, vivid imagery, and engaging storytelling can help make content more impactful and connect with readers on a deeper level. The author emphasizes the power of both words and visuals to convey emotions and ideas, suggesting that a combination of both approaches is essential for creating truly engaging content. The article concludes by outlining key strategies for achieving greater relatability, including the use of descriptive nouns and verbs, and incorporating images and videos to enhance emotional impact.