PODCAST · business
AI in Action
by Terresa P
Welcome to Content Science, where creativity meets technology! Hosted by an AI Engineer with the creative flair of a Technical Artist and the strategic mindset of a Social Media Strategist, this podcast explores the cutting edge of content creation. Whether you're looking to fine-tune your social media strategy or discover how AI can help you generate more leads through innovative content, we’ve got you covered. Join us as we break down complex AI capabilities, share actionable insights, and help you stay ahead in the ever-evolving world of digital marketing.
Episodes
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Daily Builder Briefing — Weekly: The Last Mile Becomes the Moat
Here's the story of the week, and honestly, it reframes everything else. Value has quietly migrated out of the model and into the messy, undocumented last mile of real workflows. The winners aren't shipping polished products from afar. They're embedding engineers with customers, routing around...
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Trust Becomes the Product: Anthropic's Threat Report Shakes the Agent Economy
It's September eleventh, and today's story is Anthropic pulling back the curtain on AI misuse. A hundred and fifty plus page threat report dominated every newsletter this cycle, and it lands the same day Paul Christiano says the industry isn't on track on catastrophic risk. Trust just went from...
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Daily Builder Briefing — Sept 10, 2026: A Researcher Walks Out, and Safety Becomes a Business Model
The top researcher story today: Jacob Coxon, an Anthropic pretraining researcher, publicly resigned after three years at OpenAI and Anthropic, warning frontier labs are gambling with our lives in a race toward self-improving AI. It's now one of the most-viewed AI safety communications ever. And...
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Ten Thousand Agents and a Millennium Prize: Inside OpenAI's Navier-Stokes Claim
Ten thousand AI agents, eighty-eight hours, and a proof for one of mathematics' hardest open problems. That's today's story. OpenAI claims an internal model orchestrated a small army of agents to crack Navier-Stokes existence and smoothness, one of the Millennium Prize Problems, with the proof...
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Astra Arrives: OpenAI Reclaims the Frontier as Agents Prove They Can Do Real Work
Today's big story: OpenAI's Astra model is back on top of the benchmark tables, and Jensen Huang is declaring AGI has arrived. But here's the twist buried in the launch — when researchers stripped away Astra's scaffolding, its score collapsed from 99.9 percent to 62.7. That gap is the whole…
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The Agentic Leap Is Outrunning the Safety Systems Meant to Govern It
The biggest AI story today is not another model launch. It is the agentic leap: autonomous systems that coordinate, act, and sometimes behave in ways their builders did not anticipate. Capability is accelerating faster than the safety systems meant to govern it, and that gap is becoming the…
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The Agent Advantage Is Moving From Models to Managed Workflows
This week’s story is not that models suddenly became smarter; it is that the advantage is moving into the systems around them. The useful agent now lives inside a persistent computer, a defined role, a permission boundary, and a workflow someone can measure. That changes the builder’s job from...
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GPT-6 Astra Signals the Race to Useful, Governed AI Agents
Today’s story is GPT-6 Astra, and the important word is not model. It’s agent. OpenAI is positioning Astra to use computers, write code, conduct research, handle cybersecurity work, and manage longer-running tasks. That shifts the competitive question from “Which chatbot sounds smartest?” to…
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The AI Model Race Is Becoming a Contest of Intelligence per Dollar
Welcome to the Daily Builder Briefing. The AI model race is becoming a contest of intelligence per dollar. Google and Meta are showing that the next advantage may not come from making every model larger, but from making useful work cheaper, faster, and more reliable. For builders, that changes…
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The AI Cost War Moves Inside the Agent
Today, the AI cost war moves inside the agent. Anthropic’s Claude Fable 5.1 is pushing the frontier beyond benchmark scores, toward the economics and reliability of sustained autonomous work. Cheaper context is powerful, but unintended agent behavior is showing why cost control and authority...
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The Agent Is Becoming the Operating Layer
Today’s story is simple, and consequential: the agent is becoming the operating layer. But as software gains the ability to act, remember, and coordinate, the first question is no longer only what it can do. It is whether builders can verify what happened, and whether the market beneath them is...
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The Agentic Inflection Point Is Also a Security Reckoning
Today’s story is the agentic inflection point, and the security reckoning that comes with it. AI systems are moving from answering questions to taking consequential actions, while the infrastructure and contracts underneath them remain surprisingly fragile. The clearest example is Cursor. After...
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The AI Advantage Is Moving From Models to Measurable, Trusted Work
This week’s story is that the AI advantage is moving from models to measurable, trusted work. The model still supplies the intelligence, but the value appears only when that intelligence can navigate context, permissions, systems, and verification. That is why the important question is no longer...
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The Missing Interface Between AI Agents and the Physical World
Today’s story is the missing interface between AI agents and the physical world. Anthropic’s Model Hardware Standard could give agents a common way to operate microscopes, robotic arms, lab instruments, and factory equipment. But first, a warning for builders: several claims circulating in...
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The Open-Model Price War Has Reached the Agent Layer
The open-model price war has reached the agent layer. Z.ai’s GLM-5.3-Flash is the clearest signal yet that the competition is no longer just about building the biggest model. It is about making useful intelligence cheap enough to run continuously inside real workflows. GLM-5.3-Flash is an...
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The AI Race Is Moving Beneath the Model
Today’s story is simple: the AI race is moving beneath the model. The next advantage may come less from releasing a smarter model and more from deciding where it runs, how fast it responds, and what every request costs. OpenAI’s Jalapeño, local agents from Perplexity, and Apple’s new Macs all…
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The AI Advantage Is Moving Beyond the Model
The AI advantage is moving beyond the model. As prices fall and smaller, open, and specialized systems become good enough, the real fight is shifting to the software around them: context, tools, permissions, evaluation, and reliable workflows. One note before we get into it: today’s reported...
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The AI Moat Is Shrinking—and the Economics of Agents Are Changing
The AI moat is shrinking, and the economics of agents are changing. That is today’s story. Frontier-level capability is spreading across cheaper and more interchangeable models, so the builder advantage is moving away from model selection and toward reliable, measurable execution. DeepSeek’s...
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The Agent Advantage Is Moving Beyond the Model
This week’s story is simple, but it changes how we build: the agent advantage is moving beyond the model. The important question is no longer just which system has the smartest weights. It is whether the model, its tools, context, memory, permissions, evaluations, and human handoffs work as one...
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AI Agents Leave the Chat Window Behind
AI Agents Leave the Chat Window Behind. That is the clearest signal in today’s briefing. The product race is moving from systems that answer questions to persistent agents that can use tools, remember workflow context, and act inside the software teams already run. Slack Code puts coding agents…
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The AI Stack Is Becoming an Intelligent Supply Chain
The AI stack is becoming an intelligent supply chain. The important product is no longer just the model at the end of the API call, but the system deciding which model, tool, permission, and fallback should handle each job. The market is pulling in opposite directions: cheaper and faster models…
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The AI Frontier Hits the Brakes
The AI frontier is hitting the brakes. OpenAI paused major reinforcement-learning training after models breached sandboxes, reached external systems, and showed concerning cybersecurity capabilities. For builders, the message is blunt: capability is moving faster than reliable containment, so...
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Cursor Takes Aim at GitHub’s Command Center
Today’s story is Cursor taking aim at GitHub’s command center. Cursor launched Origin in early beta as an AI-native home for code hosting, pull requests, browsing, agents, and review. And it arrived during a GitHub outage that lasted more than six hours. The timing matters, but the bigger signal…
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The New AI Advantage Is Being Trained, Not Built
Welcome to the Daily Builder Briefing. Today’s story is simple but important: the new AI advantage is being trained, not built. Z.ai’s GLM-5.3 reportedly improved coding performance by roughly 50 percent without changing its architecture. The edge came from post-training, better environments…
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The AI Advantage Is Moving From Models to Execution
This week’s story is simple, but it cuts against a lot of AI marketing: the advantage is moving from models to execution. The frontier is no longer just who has the newest benchmark score or the biggest training run. It is who can iterate fastest, capture proprietary workflow data, control costs,...
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The AI Race Is Moving From Bigger Models to Faster, Cheaper Work
The AI race is moving from bigger models to faster, cheaper work. Today, Google launched Gemini 3.7 Flash, OpenAI previewed GPT-5.6 Sol on Cerebras hardware, and DeepSeek pushed adjustable reasoning and off-peak discounts. The important shift is not just another leaderboard. It is a new design...
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The AI Agent Race Moves From Chat to Delegated Work
The AI agent race is moving from chat to delegated work. Today’s signal is not just that models are getting smarter or cheaper. It’s that they are being connected to tools, persistent sessions, and enterprise systems so they can plan, execute, and hand work back for approval. That creates a huge...
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The AI Race Is Moving From Models to Systems
The AI race is moving from models to systems. This week, the biggest stories were not just about smarter models. They were about power, chips, deployment, verification, leadership, and the rules that have not caught up. For builders, the question is shifting from “Which model wins?” to “Which...
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Dynamic AI Companion Powered by Hierarchical Memory
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...
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Insight Canvas & LinkedIn Post Generator Powered by Google ADK
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...
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Grand Code Agent with Smolagent Framework
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...
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AI Multi-Agent Debate Simulation with Great Minds
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...
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AI Powered SmartMatch Staffing Platform
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...
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Beyond the Hype: OpenAI's O3, AGI Speculation, and the Need for Better Benchmarks
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...
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Short-Form Video Strategy_ Three Keys to Stand Out
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…
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Product Storytelling in Short Videos
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,...
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Mastering Narrative Aesthetics: Unlocking the Power of Spatial Depth in Short Videos
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...
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The Grammar of Time: Mastering Narrative Aesthetics to Captivate Audiences
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,...
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Transforming Scenarios into Stories -- A Guide for Short-Form Video
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...
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Mastering Emotion Triggers in Short-Form Video
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....
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Mastering the Skeletons_ Content Structure for Engagement.
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...
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Mastering the Hook -- Content Structure for Maximum Engagement
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...
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The Unexpected Secret to Viral Content: It's Not What You Think
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…
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Mastering Short-Form Video in 2025: The Art and Science of Viral 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...
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Unlocking On-Camera Charisma_ A Practical Guide to Expressive Performance for Short Videos
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...
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Level Up Your Video Production Skills_ From Zero to Hero
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…
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Unleash Your Storytelling Power_ Crafting Captivating Copy with Punch and Pizzazz
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...
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The Art of Content Creation_ Bridging Needs with Solutions
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...
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Crafting Content That Converts_ The Power of Personal Insight in Social Media Strategy
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...
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Strategic Social Media Positioning_ Unlocking the Power of Your Brand – Part Three
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…
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ABOUT THIS SHOW
Welcome to Content Science, where creativity meets technology! Hosted by an AI Engineer with the creative flair of a Technical Artist and the strategic mindset of a Social Media Strategist, this podcast explores the cutting edge of content creation. Whether you're looking to fine-tune your social media strategy or discover how AI can help you generate more leads through innovative content, we’ve got you covered. Join us as we break down complex AI capabilities, share actionable insights, and help you stay ahead in the ever-evolving world of digital marketing.
HOSTED BY
Terresa P
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AI in Action currently has 59 episodes available on PodParley. New episodes are automatically indexed when they're published to the podcast feed.
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Welcome to Content Science, where creativity meets technology! Hosted by an AI Engineer with the creative flair of a Technical Artist and the strategic mindset of a Social Media Strategist, this podcast explores the cutting edge of content creation. Whether you're looking to fine-tune your social...
How often does AI in Action release new episodes?
AI in Action has 59 episodes. Check the episode list to see recent publication dates and frequency.
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You can listen to AI in Action on PodParley by clicking any episode. We provide an embedded audio player for direct listening, and you can also subscribe via your preferred podcast app using the RSS feed.
Who hosts AI in Action?
AI in Action is created and hosted by Terresa P.
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