Build a Financial AI Agent That Learns and Improves

Hermes Agent x Sectors Community Meetup

supertype enterprise ai workshops

1 August 2026

Hermes Agent x Sectors Community Meetup

Install Hermes Agent, connect it to live IDX and SGX market data through the Sectors skill, and watch it build its own analytical workflows. Come curious, leave with an agent that gets smarter the more you track the markets.

Hermes Agent is an open source framework built around a continuous learning loop. Instead of running the same static scripts over and over, it evaluates its own outcomes, remembers your preferences, and writes its own skills to handle whatever comes next. In this session we get Hermes running on your machine and plug it into the Sectors API, so you can track the Indonesian and Singapore stock markets with an assistant that actually adapts to your research style.

The vibe is casual and hands on. By the end of the afternoon you will have a live Hermes instance running background market analysis, watching stock movements, and optimizing its own code to pull financial data faster than it did an hour earlier.

Come if you want to move past simple chatbots. Analysts, developers, traders, and the tech curious are all welcome, and no advanced finance background is required. If you want to see how an autonomous agent improves its own workflows while pulling live financial metrics, this afternoon is for you.

Most agents forget everything the moment a task ends. Hermes does the opposite. Every run leaves it a little faster and a little more tuned to how you read the markets, because it writes down what worked as a skill it can reuse. That is the whole point of the afternoon. You do not just leave with an agent, you leave with an agent that is already learning your style.

Hermes Agent, the self-improving loop in one paragraph

The Self-Improving Architecture

What makes Hermes fundamentally different from a static agent.

  • The closed loop: the agent runs a task, evaluates the data quality, and extracts the logic into a reusable skill file.
  • How Hermes keeps long-term memory without blowing up your token budget.
  • Where self-improving agents shine, and where a human still belongs in the loop.
Live Demo: Autonomous Market Analysis

Watch a live Hermes agent analyze the market and improve mid-task.

  • A live pull of real market data from the Sectors API: PE ratios, earnings growth, and dividend yields.
  • The exact moment the agent spots a bottleneck, writes a new internal skill, and processes the next stock report faster.
  • How to read what the agent is doing and know when to trust its output.
Core Setup and Deployment

Open your terminal and get Hermes running locally.

  • Run the installation wizard and configure your preferred model providers.
  • Set up your workspace directory the way autonomous runs expect it.
  • Add spending caps so background research never turns into a surprise API bill.
Adding the Sectors Skill

Give your agent its financial superpower.

  • Install the Sectors Financial Agents skill directly into the Hermes ecosystem.
  • Reach deep financial metrics using plain natural language commands.
  • Validate the skill by running your first live market-data queries.
Playing With Real Data and Logic Loops

Take the wheel and shape the agent around your own style.

  • Task the agent with comparing companies and finding market value.
  • Watch it chain data points together on its own.
  • Give feedback and refine its analytical skills to match your investing criteria.
Coffee, Snacks, and Networking

The formal part ends, the good part begins.

  • Swap notes and show off what your agent managed to build.
  • Meet the rest of the community over fresh coffee and light bites.
  • Bring your questions, your ideas, and the topics you are curious about.

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 September 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.

llm vendors

Workshop has Ended

Publications

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:

  • Building Search Engines in the Age of AI
  • Blueprints from Agentic Patterns (2026)
  • The Enterprise AI Agentic Stack (2026)
Supertype Notes

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.

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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.