Name: Brisbane | AI Engineer Live Coding Session
Start: 2026-09-24T17:30:00+08:00
End: 2026-09-24T20:30:00+08:00
Location: L10b, 144 Edward Street, Brisbane City QLD 4000

Brisbane | AI Engineer Live Coding Session

Established in 2017, JR Academy is the largests multilingual IT training company in Australia. Our core mission is to empower individuals like you to land their very first IT jobs and build knowledge and connections with the tech industry. Follow us on LinkedIn and enjoy more free webinars and meetups.

JR Academy

From a Chat Demo to an Agent That Can Execute Tasks

L10b, 144 Edward Street, Brisbane City QLD 4000

<p>Starting with project setup, watch an AI agent come together live—with information retrieval, tool calling, human approval and execution tracing.</p><p>Join us at JR Academy’s Brisbane office on 24 September to watch Lightman code in person and understand how an agent goes from code to a system that can carry out tasks.</p><h2>🤖 From a Chat Demo to an Agent That Can Execute Tasks</h2><p>Calling a model API, writing prompts and connecting a chat interface are the starting points of AI application development. When an agent begins handling real tasks, a series of engineering questions follows:</p><ul><li>Can its answers be backed by source material?</li><li>Which tools should the agent have access to?</li><li>How do you limit tool permissions and the number of calls?</li><li>How do you stop or resume a task after an error?</li><li>Which actions require human approval first?</li><li>How do you record execution, evaluate results and investigate problems?</li></ul><p>Through live coding, Lightman will address these questions within a complete agent project.</p><h2>🚀 What You’ll See Live</h2><h3>RAG &amp; Citations | Make Answers Verifiable</h3><p>Connect knowledge retrieval so the agent can answer questions using source material and provide references that can be checked.</p><h3>MCP Tools &amp; Tool Calling | Connect External Capabilities</h3><p>Give the agent access to tools and see how it selects a tool, passes arguments, reads the results and continues working on a task.</p><h3>Agent Loops &amp; Execution Boundaries | Manage Task Execution</h3><p>Break down the agent’s execution loop, set stopping conditions and execution limits, and handle incorrect tool calls and repeated execution.</p><h3>Human Approval | Keep People in Control of Important Steps</h3><p>Add a review step before important actions and see how the agent pauses, waits for approval and then resumes execution.</p><h3>Failure Handling &amp; Execution Tracing | Understand What Happened at Every Step</h3><p>Inspect execution logs, analyse failures and learn how to locate problems, laying the groundwork for evaluation and post-run reviews.</p><p>Follow along as Lightman writes the code, connects tools and works through problems. Ask questions and discuss them with him in person.</p><h2>🔥 Introducing the Upgraded AI Engineer Program — Cohort 07</h2><p>This open session will also introduce the upgraded AI Engineer program: <strong><strong>13 weeks spent building and improving the same agent project</strong></strong>, with each stage of learning contributing to one integrated system.</p><p>The project will progress through five system upgrades:</p><h3>① System Foundation | Establish the Foundations</h3><p>Define requirements, architecture, data and business workflows, and clarify the problem the project needs to solve.</p><h3>② First AI Workflow | Get Your First AI Workflow Running</h3><p>Integrate AI into a real workflow and produce structured outputs that can be checked and reviewed.</p><h3>③ Grounded Intelligence | Build Evidence-Based Answers</h3><p>Add RAG, citations, no-answer behaviour and quality evaluations so the system can reference source material and decline to answer when there is insufficient evidence.</p><h3>④ Agent System | Build Complete Agent Capabilities</h3><p>Connect MCP tools and strengthen execution boundaries, human approval and safe memory handling.</p><h3>⑤ Production Standard | Add the Capabilities Needed for Production</h3><p>Introduce harnesses, model routing, evaluations, red teaming and rollback to strengthen execution controls, assessment and release processes.</p><p>The final project will include code, architecture, evaluations, execution logs and release evidence, forming a complete agent system.</p><h2>🧑‍💻 How We Teach: Understand the Principles, Then Apply Them to Your Project</h2><p>The program includes two types of live sessions each week:</p><h3>Theory Live | Understand the Principles</h3><p>Learn the core concepts, system architecture and engineering decisions involved in development.</p><h3>Practice Live | Build the Project</h3><p>Through live coding, integrate each week’s capabilities into the project.</p><p><strong><strong>12 Theory Live sessions + 13 Practice Live sessions</strong></strong>, continuously upgrading the same agent project from Week 1 to Week 13.</p><h2>👥 Who Should Attend?</h2><ul><li>Software engineers</li><li>Backend and full-stack developers</li><li>Data and ML engineers</li><li>DevOps and cloud engineers</li><li>Anyone who has built a RAG or agent demo and wants to develop their AI engineering skills further</li><li>Technical professionals preparing to transition into AI engineering or interview for AI Engineer roles</li><li>IT students with programming experience who want to understand practical AI engineering</li></ul><h2>💬 Meet Lightman in Person in Brisbane</h2><p>Alongside the live development demonstration, we’ll set aside time for questions and conversation. Bring your technical questions, project ideas and learning plans, and discuss how to build on your current skills to develop the capabilities an AI Engineer needs.</p><p>You can also learn about Cohort 07’s project structure, learning schedule and prerequisites to decide whether the program fits your goals.</p><h2>👨‍💻 Speaker</h2><p><strong><strong>Lightman Wang | Founder of JR Academy</strong></strong></p><p>Lightman will write, run and explain the code live, walking you through the key steps and engineering decisions involved in agent development.</p><h2>🗓️ Event Details</h2><ul><li><strong><strong>Date:</strong></strong> Thursday, 24 September 2026</li><li><strong><strong>Time:</strong></strong> 5:30–8:30 pm Brisbane local time (AEST)</li><li><strong><strong>Venue:</strong></strong> JR Academy Brisbane Office</li><li><strong><strong>Address:</strong></strong> L10b, 144 Edward Street, Brisbane City QLD 4000</li><li><strong><strong>Speaker:</strong></strong> Lightman Wang</li><li><strong><strong>Format:</strong></strong> In-person open session with face-to-face Q&amp;A</li><li><strong><strong>Admission:</strong></strong> Free</li></ul><h2>🎟️ See How an Agent That Can Execute Tasks Is Built</h2><p>Register below. See you in Brisbane on 24 September!</p>

Brisbane | AI Engineer Live Coding Session

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