Uploaded August 2026 | Updated September 2026, 3 weeks ago
If an LLM only predicts the next word, how on earth can an AI agent count thousands of reviews and calculate an average?
Here's the honest answer: the LLM doesn't count. It writes a small program, runs that program on your computer, and reads the answer. The language model works out what needs to be calculated; deterministic code does the arithmetic.
So whenever AI gives you a number, ask how it got there. If it can show you the script and logic, excellent. If it says it worked things out while reading, be suspicious and verify it yourself.
This is Episode 19 of my Agentic AI: The No-Frills Way series.
#LLM #DataAnalysis #AgenticAI
If an LLM only predicts the next word, how on earth can an AI agent count thousands of reviews and calculate an average?
Here's the honest answer: the LLM doesn't count. It writes a small program, runs that program on your computer, and reads the answer. The language model works out what needs to be calculated; deterministic code does the arithmetic.
So whenever AI gives you a number, ask how it got there. If it can show you the script and logic, excellent. If it says it worked things out while reading, be suspicious and verify it yourself.
This is Episode 19 of my Agentic AI: The No-Frills Way series.
#LLM #DataAnalysis #AgenticAI







![Can Public Policy Officers Build AI Products? This UC Berkeley Class Says Yes!
**π AI Product Management for Public Policy Officers | UC Berkeley GSPP | Spring 2026**
Are you still listing proficient in Microsoft Office on your resume while middle schoolers are building with ChatGPT and Claude? Its time to reskill for the AI era.
Im Yong Kiat, a Singapore public servant studying at UC Berkeleys Goldman School of Public Policy. Ive reskilled 5 times across drastically different roles - from product manager to healthcare policy analyst, NLP engineer, corporate communications, and middle school physics teacher. Now Im bringing these skills to you.
**π This Spring 2026 course covers:**
β
Using AI tools like Claude, ChatGPT, and more in your daily workflow
β
Building your own AI data assistants for policy analysis
β
Creating policy simulations and models
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Connecting AI apps to your desktop and other services
β
Understanding product management fundamentals
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Working effectively with tech sector colleagues
β
Ethical considerations and responsible AI use in government
β
Introduction to ethical hacking for policy professionals
**π― Who this is for:**
β Public policy professionals looking to upgrade their tech skills
β Government employees wanting to innovate in their agencies
β Graduate students preparing for careers in tech policy
β Anyone bridging the gap between policy and technology
**ποΈ About UC Berkeley Goldman School of Public Policy:**
One of the nations premier public policy schools, training the next generation of policy leaders and innovators.
**π Why this matters:**
Public service can be innovative, cutting-edge, and fun. Learn to create the tools that will transform how government serves citizens.
**π
Course Details:**
Spring 2026 | UC Berkeley Goldman School of Public Policy
Enrollment information: [LINK TO BE ADDED]
**π€ About the Instructor:**
Yong Kiat is a Singapore public servant and current student at UC Berkeley GSPP, with experience spanning product management, healthcare policy, NLP, communications, and education.
**π¬ Questions? Drop them in the comments below!**
**π Subscribe for updates on the course and more content on AI in public policy**
**π Connect:**
Course Website: https://rogueteacher.me
Goldman School: https://gspp.berkeley.edu/
Email: yeo_yong_kiat@berkeley.edu
#AIProductManagement #PublicPolicy #UCBerkeley #GoldmanSchool #ArtificialIntelligence #PolicyInnovation #GovernmentTech #PublicService #GradSchool #PolicySchool #AIforGood #TechPolicy #ProductManagement #CareerDevelopment #Reskilling #AITools #Claude #ChatGPT #PolicyAnalysis #Berkeley #GSPP #GovTech #DigitalGovernment #Spring2026 #PolicyEducation #AISkills #PublicSector #Innovation #FutureOfWork Can Public Policy Officers Build AI Products? This UC Berkeley Class Says Yes!](https://i.ytimg.com/vi/V8v1gb4FB2M/mqdefault.jpg)


