Thank you, Singapore. See the photos from our Agentic Patterns workshop at GovTech STACK 2026.

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2 Day Live AI Agents Workshop
Building agents that build your business

9th and 10th December

Early birdWas $120
IDR 590,000

Full refund before Day 1

supertype enterprise ai workshops
Limited Seats Available

9th and 10th December, 2026

Building agents that build your business

Your leads, payments, software deployments, marketing activities and customer conversations already live in a dozen tools. In two evenings, we pull them all into one place , connect it to Claude over MCP, and put a team of agents to work with the full picture of your business, doing the heavy lifting while operating with real knowledge of your business processes and tools.

Most businesses meet AI as a chat window that knows nothing about them. You paste in context, get a generic answer, and do the real work yourself. The leverage comes when the agent already knows your business: every customer, every payment, every open issue, and can drive towards business outcomes autonomously.

That is what we build. Viably gathers your business data sources (Slack, GitHub, Stripe, Google Calendar, Search Console, email, webhooks and more) into one always-current record, and Claude drives it over MCP. Add Sectors for live IDX and SGX market data, and your agents work from maximal knowledge rather than guesswork. Over two live evenings you will learn the patterns behind reliable agents, give them tools, memory and guardrails, orchestrate them into a team, and on the second evening point that team at a workflow from your own business.

SlackStripeGitHubCalendarWORKSPACEAIAgents + HumansLead closedInvoice chasedReport drafted

Hands-on: Driving Agents

Join early and get invited into a workspace already loaded with data and integrations, where you drive real agents against actual business outcomes.

Built on Viably

Agents that understand your stack and the market

Throughout the workshop we use Viably, the automation-first work operating system built by Supertype, as the memory your agents share. It keeps one source of truth that updates itself, so a team of agents reads what actually happened in your business and acts on it. Pair it with Sectors for live IDX and SGX market data, and the agent can read both over MCP: a lead lands in Viably, Sectors answers for the company behind it, and the agent writes the brief and files the follow-up.

MCP
Your AI agentreads Sectors + Viably

Rina at Bank Mandiri wants a credit-risk dashboard. BMRI's CASA ratio is 73.4%, up 2.4pp, so lead with funding-cost analytics.

taskPrep BMRI pitch · Sam · due Mon
  • Every lead, enquiry and payment captured as it happens, with the payload that proves it
  • A customer record that builds itself, so an agent reasons over facts rather than stale entries
  • A queryable ledger of events your agents read over MCP
  • Tasks and follow-ups with an owner and a due date, filed back by the agent

Signals flow in from

  • Webhook Relay
  • Email
  • Stripe
  • Slack
  • GitHub
  • Google Calendar
  • Google Search Console
  • Instagram
  • Facebook
  • Threads

Agents read it over MCP from

  • Claude
  • Cursor
  • Codex

Free plan carries the full feature set. Explore Viably or see the product page.

Bring a real workflow

Come with one process you would love to hand off, and build it as an agentic process.

Day 1 · Beyond Chatbots: Agents as Employees

Reframes what an agent is, and how we elevate LLMs into workplace agents that can act autonomously.

  • The building blocks of an agentic system: model, instructions, tools and memory.
  • Scoping an agent like a role: ownership, boundaries and escalation.
  • Six agentic patterns and a quick guide to choosing between them.
  • Spotting the first three processes in your business worth automating.
  • Writing tools an agent can call reliably, with clear inputs and outputs.
  • Conversational and persistent memory, and what is worth remembering.
  • Tripwires and guardrails for cost, safety and off-brand answers.
  • Code-along: your first single-agent worker.
Day 2 · Orchestrating a Team of Agents

Splits the work across specialists and gets them collaborating.

  • Delegation and handoff patterns between a manager and its specialists.
  • Running agents in parallel, and merging what they bring back.
  • Connecting Viably to your stack so every agent shares one ledger of what happened.
  • Logging and tracing so you can see what every agent did, and why.
  • Picking a real workflow from your business and mapping it to agents.
Also included in your learning toolkit

Course Materials

Video Recordings

Graded Certificate

1-Week Insider Plan

Discord Support

Hands-on Workshops + Teaching Assistants

All 🧰 perks included in the Full Workshop Access option.

  • Access to all workshop materials, high-resolution recording and resources for future reference
  • Post-workshop support via our dedicated Discord channel
  • 1 week of Sectors Insider with a 3,000 quota to wire live IDX and SGX data into your agents
  • Every perk in the Learning Toolkit

Your Instructor

I am a 3-time software entrepreneur (currently Sectors, Algoritma and Supertype, with 1 successful exit). Between 2013 and 2017, 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 (sold), Growth Bot (sold), Sectors Financial Data Suite, Viably) over 2 decades while living and building engineering teams in Singapore, Beijing, Tokyo and Jakarta.
  • First in Southeast Asia to receive certification in Microsoft Data Science professional program (2014) and certification in MongoDB (2014). Also recipient of Graph Analytics for Big Data from UC San Diego, Machine Learning by Stanford (2016). First recipient in Asia for RStudio's certification program.
  • Accredited instructor (NTUC Singapore, IBF Singapore) and guest lecturer in various institutions including University of Indonesia, Institute of Technology Bandung, Ngee Ann Polytechnic and Singapore Institute of Technology
  • 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 publications including the Logistics Institute by NUS (National University of Singapore)

Veteran AI Educator

Taught AI Development to over 17,000 students since 2020 and an active contributor to LLM tooling and open source work.

> 280,000

YouTube Views on LLM Generative AI Series (youtube.com/samuelchan)

939 Stars

on LLM education series: GitHub (@onlyphantom/llm-python)

40+

Open source scripts and LLM tooling resources on GitHub (@onlyphantom)

> 2.2 million

People reached on my StackOverflow (@onlyphantom) account

116 Badges

Recognized contributor on AI topics, Python and R on StackOverflow

18+ Years

Of software engineering, enterprise analytics & AI engineering experience

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Description

A two-evening workshop on designing and shipping AI agents that do real work for your business: from the agentic patterns that keep them reliable, to a working multi-agent system that researches, drafts and reports on your behalf.

Event Details

  • Date: December 9 - December 10, 2026
  • Time: 18:30 - 21:00 (GMT+7)
  • Venue: Zoom Conferencing (Online)
  • Instructor: Samuel Chan

Ticket Prices

Day-1 Only$27 · IDR 490,000
Full Workshop$34 · IDR 590,000

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Kevin Sanjoto, CEO-Founder of Pegipegi and 3 AI startups Indonesia

I took your AI Search Engine course a while ago and really enjoyed it.
The course was incredibly insightful and full of practical knowledge for engineering AI products in the real world. I also love the way you teach, very engaging, structured, and intentional.

Kevin reached out to us after the workshop, and we hit it off right away. We're thrilled that Kev is now a trusted advisor at Supertype.

Kevin is one of 2,082 students across

1,374 participants from Indonesia have attended our workshops.

Saya merasa senang karena memperoleh ilmu baru, khususnya terkait data analytics.
Overall, kelasnya menarik dan sangat interaktif. Panitia yang terlibat juga aktif dan solutif. Terima kasih Supertype atas kesempatannya 🥳🙌

Yogha Hari Purnomo

Financial Analytics in Google Sheets, Looker BI, and Microsoft Excel

I am still getting used to using chatgpt, but yesterday's course was fantastic. I used to think financial services were just statistics, but it turns out they can be used as storytelling with the help of LLM. I appreciate the exceptional training and the time you invested.

Sabrina Nurindra Putri

Generative AI for Finance and Investing

💡 This workshop truly opened up a new perspective on how AI can elevate search to the next level! 🚀 Thanks to Mr. Samuel Chan, Supertype for such an insightful session!

Noer Barrihadianto

Building Search Engines in the era of AI

Apologies for reaching out this late in the evening, but I was really engrossed in the workshop session earlier. Great job on the presentation 👋! I gained a lot of valuable insights, both technical (like using LangChain) and non-technical (such as stock market insights). Thank youfor the informative session. Can't wait for future sessions 👋

Andi Alifsyah Dyasham

Generative AI for Finance and Investing

We built an AI-powered Search Engine

Supertype is the developer of the region's leading financial search engine, Sectors Search.
It has detailed, unparalleled coverage on more than 2,000 public and private companies across Indonesia and Singapore. The underlying AI server is fully architected in-house by Supertype; it services 40,000 monthly users, and is used by some of the largest financial institutions in the region as a critical part of their investment research and fintech infrastructure.

Sectors Search supports first-class natural language queries, keyword search, part-of-name search and other advanced AI features, powered by a custom-built AI infrastructure engineered by Supertype.

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 November 2026

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.

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Next Steps

1. Purchase a ticket for the workshop

After you have purchased a ticket for the workshop, you will receive an automated email with a link to details on joining the workshop.

2. Add the dates to your Calendar

We automatically send you a reminder close to the event day itself, but we also recommend adding the event to your calendar.

3. Prepare for the workshop

Sign up for a Sectors account and drop a 👋 Hi at our Discord channel so we have a way to reach you and provide support and mentorship to our Full Workshop members. We will also credit your Sectors account with the 3,000 API credits so you can start building your Agentic AI systems post-workshop (Full Workshop members only).

Frequently Asked Questions

How are the sessions delivered?
Online via Zoom, unless the event page lists an in-person venue.
Do I need prior experience to attend?
Each workshop lists its difficulty and intended audience on the event page, and many are designed to be beginner-friendly.
Will I receive a certificate?
Workshops that include a graded certificate award it on completion — check the event's learning toolkit for what your ticket covers.
Are recordings included?
Tickets that include recordings provide high-resolution video so you can revisit the material after the workshop.
What do I need to participate?
A laptop and a free Sectors account are enough to follow along; some workshops also provide API credits to build live during the session.
What if it's not what I expected?
Not what you expected? You can request a full refund any time before the workshop begins.