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.