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What is Agentic AI? | IBM
What is Agentic AI? | IBM

Agentic AI Overview

Definition – Agentic AI refers to artificial‑intelligence systems that can pursue a specific goal with limited supervision. It is built from AI agents—ML models that mimic human decision‑making and act autonomously in real‑time. In multi‑agent setups, each agent handles a sub‑task and coordination is managed through AI orchestration. Key Characteristics Autonomous – Performs long‑term, multi‑step tasks without constant human oversight. Proactive – Can interact with external tools, APIs, databases, and the web to gather information and act on it. Specialized – Agents may be simple (single repetitive task) or complex (perception, memory, planning). Adaptable – Learns from feedback, updates behavior, and scales across many agents. Intuitive – Users interact via natural‑language prompts, turning complex UI actions into simple conversations.

How It Works (Typical Workflow) Perception – Collects data from sensors, APIs, databases, or user input. Reasoning – Analyzes data using NLP, computer vision, etc., to understand context. Goal Setting – Defines objectives based on user input or pre‑defined goals. Decision‑Making – Evaluates possible actions and selects the optimal one. Execution – Carries out the action via APIs, robots, or user responses. Learning & Adaptation – Reviews outcomes, gathers feedback, and refines future behavior. Orchestration – Coordinates multiple agents, tracks progress, manages resources, and handles failures.

Advantages Over Traditional Generative AI True autonomy – Not limited to generating content; can act on it. Tool integration – Directly calls APIs, queries databases, and manipulates external systems. Scalability – Multi‑agent systems can handle large, complex initiatives. User‑friendly – Natural‑language interaction replaces complex UI navigation.

Real‑World Use Cases Trading bots – Analyze live market data and execute trades autonomously. Autonomous vehicles – Use GPS and sensor feeds for navigation and safety. Healthcare – Monitor patient data, adjust treatment recommendations, and provide real‑time clinician support. Cybersecurity – Continuously scan network traffic for anomalies and respond to threats. Supply‑chain automation – Place orders, adjust production schedules, and optimize inventory without manual input.

Challenges & Risks Poorly designed reward functions can lead to unintended, harmful behavior (e.g., misinformation, unsafe robot actions). Autonomous agents may become “self‑reinforcing,” escalating undesirable actions. Coordination failures in multi‑agent systems can cause bottlenecks or resource conflicts. Governance, transparency, and robust feedback loops are essential to keep agents aligned with organizational intent.

Frequently Asked Questions Agentic AI vs. Generative AI: Generative models create content; agentic AI uses that content to achieve goals, often by invoking external tools. Measuring ROI: Compare total development/implementation costs with efficiency gains, revenue growth, and indirect benefits over time. When an agent gets stuck: Terminate the process, clear its memory/context, and refine prompts or constraints. Integration: Identify repeatable workflows, set up secure API connections, and pilot with IBM’s agent frameworks (e.g., watsonx Orchestrate). Transparency: Full transparency is difficult, but architectural safeguards and observability tools help provide necessary insight.

·ibm.com·
What is Agentic AI? | IBM
Man Butt-Dials 911 While Smoking ‘Weed’ | the Dumbest Cops Ever Show Up - YouTube [26:29]
Man Butt-Dials 911 While Smoking ‘Weed’ | the Dumbest Cops Ever Show Up - YouTube [26:29]
Dec 16, 2025 #bodycam #lawyer #police A man in Owensboro, Kentucky accidentally butt-dialed 911 by pressing the emergency button on his phone’s Lock Screen. Then, some of the most constitutionally ignorant cops I’ve ever shown on this channel, arrive at the guy’s front door. He tells them it was a butt dial; that he’s alone in his house and there’s no emergency. But sensing something other than complete and total submission to government authority, the cops claim they smell marijuana, stick their foot in the door, and detain him without a warrant. Even worse than that, they tell him that they’re about to come in his house - also without a warrant, just due to the alleged smell - just completely disregarding longstanding and clearly established constitutional law saying that they can’t do that. He asks for their supervisor. But when the supervisor shows up, he’s even worse than they are. Details: https://thecivilrightslawyer.com/2025...
·youtube.com·
Man Butt-Dials 911 While Smoking ‘Weed’ | the Dumbest Cops Ever Show Up - YouTube [26:29]
Before Cops Use This NEW Law to Spy on Your Phone - Change These Settings - YouTube [15:23]
Before Cops Use This NEW Law to Spy on Your Phone - Change These Settings - YouTube [15:23]

Attorney Jeff Hampton, details the concerns surrounding California Assembly Bill 1043 (the California Digital Age Assurance Act), which mandates age verification for any device capable of accessing an app store.

  1. New state laws forcing you to identify yourself
  2. How cops can use these laws to spy on your phone AND
  3. What you can do to stop this violation of your privacy Violates the Fourth Amendment by enabling warrantless digital searches. Third party loophole used to bypass protections.

Summarization by ChatGPT Law Children Rights Summary (hallucination: search and privacy is 4th amendment, does not mention 2nd amendment involving guns)

·m.youtube.com·
Before Cops Use This NEW Law to Spy on Your Phone - Change These Settings - YouTube [15:23]
AI finds signs of pancreatic cancer before tumors develop (nbc news)
AI finds signs of pancreatic cancer before tumors develop (nbc news)

Mayo Clinic researchers say their AI model can spot pancreatic cancer on a routine CT scan up to three years before a formal diagnosis. With a five-year survival rate of 13%, pancreatic cancer is on track to become the second leading cause of cancer deaths by 2030. Around 80% of patients are diagnosed after the disease has reached an advanced stage.

·nbcnews.com·
AI finds signs of pancreatic cancer before tumors develop (nbc news)
I'm an Air Fryer Power User. Here Are 9 Foods I'm Never Making in the Oven Again - CNET
I'm an Air Fryer Power User. Here Are 9 Foods I'm Never Making in the Oven Again - CNET

I started with wings and fries. These days, I'm air-frying almost everything.

  1. Hard-'boiled' eggs, 2. Salmon (and most other fish), 3. Roasted chicken, 4. Bacon cheeseburgers, 5. Chicken cutlets, 6. Cauliflower steak, 7. Leftover pizza, 8. Hot dogs and sausage, 9. Baked potatoes, 9. Grilled cheese
·cnet.com·
I'm an Air Fryer Power User. Here Are 9 Foods I'm Never Making in the Oven Again - CNET
What are the new E-bike requirements this summer in New Jersey?
What are the new E-bike requirements this summer in New Jersey?

E-bikes are considered motorized vehicles. Here are all of the requirements that need to be meet this summer to avoid fines. Here are all of the requirements that need to be meet this summer to avoid fines. New Jersey law defines a low-speed e-bike as a "two-wheeled bicycle with pedals where the motor assists only while pedaling," and its maximum speed is 20 mph. There are no requirements for low-speed electric bikes.

Motorized bicycles capable of reaching an assisted speed of up to 28 mph must be registered and insured. jThose driving a moped must be at least 15 years old and possess either a driver's license or an e-bike license for those younger than 17.

·app.com·
What are the new E-bike requirements this summer in New Jersey?
Discussing his early life, David Attenborough describes how his career began by chance
Discussing his early life, David Attenborough describes how his career began by chance
Witness Sir David Attenborough’s love of fossils as a young boy transform into a passion for the natural world. Please LIKE and SUBSCRIBE if you enjoyed it! http://bit.ly/1Adl6ht​ **More info & videos below** “Attenborough's Life Journey“ premieres November 20, 2024, at 8|7c on PBS and YouTube. --------------- For full NATURE episodes, check out http://www.pbs.org/wnet/nature/episod... Facebook: https://www.facebook.com/PBSNature Twitter: https://twitter.com/PBSNature TikTok: https://www.tiktok.com/@pbsnature Instagram: https://www.instagram.com/pbsnature/ ----------------- Nature is a production of The WNET Group for PBS. Throughout its history, Nature has brought the natural world to millions of viewers. The PBS series has been consistently among the most-watched primetime series on public television. ----------------- Witness Sir David Attenborough’s love of fossils as a young boy in Leicester transform into a passion for the natural world in his field of study at Cambridge. From his early days as a presenter on BBC’s Zoo Quest, Attenborough rose through the ranks to become the foremost natural history presenter in the world. ----------------- More videos: Bee Mating Ritual Caught on Camera - https://youtu.be/6eQto9l7BTw Bullfrog Dad Protects His Tadpoles - https://youtu.be/l3uO2lO9JDk Leopard Hunts Baboon in Broad Daylight - https://youtu.be/pLJwsLH_7sg Meet the Deadliest Cat on the Planet - https://youtu.be/nl8o9PsJPAQ Octopus Dreaming - https://youtu.be/0vKCLJZbytU FOLLOW PBS: Facebook: https://www.facebook.com/pbs/​ Twitter: https://twitter.com/PBS​ Instagram: https://www.instagram.com/PBS​ Shop: http://www.shop.pbs.org/
·join1440.com·
Discussing his early life, David Attenborough describes how his career began by chance
The $5 Battery That Never Dies — Edison Buried This 100 Years Ago - [25:07] YouTube
The $5 Battery That Never Dies — Edison Buried This 100 Years Ago - [25:07] YouTube

Eli Yoder explores the history of Thomas Edison's nickel-iron battery, examining why this durable technology was largely set aside in favor of modern disposable alternatives. By looking at archives and traditional community practices, this guide demonstrates how to construct and maintain an independent, long-lasting power storage system using simple materials and specific chemical additives. 20:50 add a small amount of Lithium Hydroxide then you don't have to replace lithium hydroxide for another 20 years. ❤

·m.youtube.com·
The $5 Battery That Never Dies — Edison Buried This 100 Years Ago - [25:07] YouTube
Jesse Michels - YouTube
Jesse Michels - YouTube
Welcome to American Alchemy. Please tune in for new videos WEEKLY, highlighting our time's most heretical thinkers/ideas 🛸 Sponsor Inquiries ➤ sponsor@jessemichelsmedia.com Media Inquiries ➤ media@jessemichelsmedia.com Apply for Jobs ➤ apply@jessemichelsmedia.com Grab your American Alchemy merch! https://www.americanalchemymerch.com
·m.youtube.com·
Jesse Michels - YouTube