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2 Day AI Engineering Workshop
Agentic Patterns in Enterprise AI
Workshop Details
Taught and developed by the team that built the unofficial search engine for the Indonesian Stock Exchange (IDX) — since used by more than 30,000 users — and some of the largest financial institutions across Southeast Asia.
Language
English
Date
29th and 30th May, 2025
Time
1800 to 2030 (GMT+7) on both days
Medium
Zoom Conferencing (Online)
Bundled Learning Experience
One Day Workshop
A 2.5-hour workshop that covers both the theoretical and foundational aspects of Agentic AI systems and workflow. Day 1 is light on hands-on coding, and focuses on the right mental models for aspiring AI engineers and product managers.
Workshop Fee: $26Curriculum:
- Vector databases
- Delegation and Handoffs between LLMs
- Tool-Use Agents and RAGs
- Running Agents in Parallel for low latency
- Tripwire and Guardrails
Two Days Workshop (Practicum)
The Practicum expands on the Curriculum covered on Day 1, and includes plenty of hands-on coding sessions that further solidify the concepts covered in the workshop.
Across the two days (5 hours in total), you will be challenged to build Agentic AI systems capable of researching and fact-based decision making, delegation, and guarding against undesired prompting behaviors. Additionally, you will be given access to:
- Everything in Curriculum with live coding sessions, plus:
- All the code and data used in the workshop
- 3,000 credits of Sectors Financial API for personal and commercial use
- Post-workshop peer-to-peer support on Discord
- High-resolution video recording of the workshop
- Graded certificate of completion
Your Instructor
Samuel Chan
I am a 3-time software entrepreneur (currently Sectors, Algoritma and Supertype, with 1 successful exit). Between 2014 and 2016, I have built and sold a company that operates in the space of chatbots, natural language AI and marketing automation whilst living between Beijing, Tokyo and my home town Singapore.
I am also a prolific contributor on GitHub, with many open source tools, libraries, and open courses on Large Language Model and Computer Vision.
- Prolific software entrepreneur (Audience Kit, HyperGrowth, Growth Bot, Sectors Financial Data Suite) over 2 decades
- First in Southeast Asia to receive certification in Microsoft Data Science professional program, MongoDB (2014). Also recipient of Graph Analytics for Big Data from UC San Diego, Machine Learning by Stanford (2016)
- Accredited instructor (NTUC Singapore, IBF Singapore) and guest lecturer in various institutions including University of Indonesia and Ngee Ann Polytechnic
- In-house consultant to SEGA-backed goGame, publisher of Disney Crossy Road, Big Hero 6, Adaro (IDX: ADRO) group of companies and ex-employment at DNP Group (TYO:7912), Gumi (TYO:3903), DianDian FunPlus (600634.SH), year-long consulting at Beijing, Tokyo between 2011 and 2016.
- Contributor to various publication including the Logistics Institute by NUS (National University of Singapore)
Experienced LLM Instructor & Educator
Taught AI Development to over 10,000 students since 2020 and an active contributor to LLM tooling and open source work.
> 250,000
YouTube Views on LLM Generative AI Series (youtube.com/samuelchan)
860 Stars
on LLM education series: GitHub (@onlyphantom/llm-python)
40+
Open source scripts and LLM tooling resources on GitHub (@onlyphantom)
> 2.1 million
People reached on my StackOverflow (@onlyphantom) account
115 Badges
Recognized contributor on AI topics, Python and R on StackOverflow
18+ Years
Of software engineering, enterprise analytics & AI engineering experience
We built an AI-powered Search Engine
Sectors AI Search, Indonesia's financial search engine
We've built a search engine that indexes the entire IDX (Indonesian Stock Exchange) and provides real-time, accurate search results for all public companies in Indonesia with first-class support for natural language queries, keyword search and Agentic AI.
The search engine is powered by the latest in generative AI and Retrieval Augmented Generation (RAG) models.
Taught by Industry Experts
Companies are racing against time to build better information-retrieval systems that can help them make mission-critical decisions faster and more accurately. Being the technology partner for some of the largest institutions in the region, Supertype is at the forefront of these developments and is excited to be organizing a live, in-person online workshop on AI engineering.
Last Updated on June 2025
Tired of outdated tutorials in the fast-moving landscape of AI? Us, too. This workshop is constantly updated in an ongoing Github Repository by the course author, and uses the latest version of all libraries (crucially LangChain and LangGraph). It teaches you all the skills required to build intelligent conversational AI Agents, using the same toolkit that we deploy for our clients at Supertype.
Syllabus
First Day Only
Agentic Patterns
- Vector databases
- Delegation and Handoffs between LLMs
- Tool-Use Agents and RAGs
- Running Agents in Parallel for low latency
- Tripwire and Guardrails
Case Study: Agentic AI in the real world
A case study on how Supertype built Agentic AI systems for our enterprise clients, including the architectural decisions and trade-offs we made along the way.
We have either reached our maximum capacity or the event has already occurred. Our events page is where you will find our upcoming events and AI engineering workshops.
Two Day Workshops (Practicum bundle)
Developing Agentic AIs
A zero-to-one guide on building agentic AI systems capable of using tools, delegating tasks to other LLMs, performing tasks in parallel, and guarding against undesired prompting behaviors.
AI-powered natural language search
Orchestrating search engines that understand natural language queries and provide accurate results without hallucinations
Build your own AI systems
With the Practicum tier, gain even more resources (worth $195 combined) to build as many AI Agents as you want, powered by live data from Sectors Financial API
We have either reached our maximum capacity or the event has already occurred. Our events page is where you will find our upcoming events and AI engineering workshops.
Early Bird Freebie
Free e-book on first 100 registrations
Register early to receive our first draft of the 46-page e-book on Agentic Patterns, freshly written by your course instructor Samuel Chan. This e-book is a great companion to the workshop, and covers the theoretical as well as practical considerations of building Enterprise-level AI systems.
Most importantly, it is a work-in-progress, and a final copy will be sent to you after the workshop. We welcome your feedback and suggestions on the content, and will be happy to credit you in the final version of the e-book.
Workshop has Ended
Print and digital publications on Enterprise AI, including e-books and whitepapers from Supertype's team of experts. These are print-friendly and can be downloaded for offline reading. Latest publications include:
- Agentic Patterns
- Building Search Engines in the Age of AI
Supertype Notes is a collection of field notes, technical essays and article series on enterprise analytics, machine learning, and data science. We welcome contributions from practitioners working on real-world analytics and AI systems.
Featuring field notes that cover a diverse range of topics including data engineering, cloud infrastructure, machine learning and enterprise analytics.
Registration for this event is now closed.
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