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Accounting & Finance FinTech and Financial Analytics
Certificate for Module (Agentic Finance with OpenClaw for Investment Applications)
證書(單元 : OpenClaw代理型金融於投資上的應用)
- Course Code
- FN182A
- Application Code
- 2455-FN182A
- Credit
- 6
- Study mode
- Part-time
- Start Date
- 02 Nov 2026 (Mon)
- Duration
- 30 hours
- Language
- English
- Course Fee
- HK$9,000
- Enquiries
-
2867-83222861-0278
Programme Overview
Highlights
Programme Details
On completion of the programme, students should be able to
- explain the transaction mechanics of agentic finance with OpenClaw and agent architectures;
- examine data integration mechanisms for investment agents;
- develop investment agents using OpenClaw; and
- apply the investment agents to equity, foreign exchange, commodities and crypto trading.
Syllabus
1. Foundations of Agentic Finance
- Overview of Large Language Models (LLMs)
- Spectrum from workflows to fully autonomous agents
- Agents vs models vs bots vs traditional quantitative trading systems
- Current development of agentic finance and vendor hype
2. Agent Architectures and Patterns
- Single-agent, multi-agent and orchestrator / worker patterns, React user interfaces (UI) ReAct, plan-and-execute, reflection
- Agent skill convention and the Model Context Protocol (MCP)
- Framework comparison: OpenClaw, Hermes Agent, LangGraph, CrewAI, OpenAI Agents SDK, etc.
3. Data Infrastructure for Investment Agents
- Market data, alternative data and on-chain / oracle data as a first-class data type
- Vendor selection, latency, reliability and provenance tracking
- Retrieval-augmented generation patterns for filings, transcripts and Information Memorandum (IM)
4. Building Your First Agent
- Hands-on deployment of OpenClaw as a self-hosted gateway and writing a SKILL.md
- The same task implemented side by side in OpenClaw, LangGraph and CrewAI
- Cost and latency budgeting, defending against prompt injection
5. Research Agent: Equities and Tokens
- Full workflow from thesis generation to data gathering to write-up
- Equity skills (fundamentals, news, filings, transcripts) and token skills (tokenomics, on-chain holders, treasury, protocol revenue)
- Multi-step reasoning, critique loops and failure points of the agent
6. Portfolio Construction Agent
- Objective functions, constraints, factor risk and covariance estimation
- Rebalancing logic, turnover budgets and transaction-cost models
- Portfolio construction agent vs. traditional optimisation approaches
7. Execution, Trading and Backtesting
- Order types, microstructure, execution algorithms, signal-to-trade orchestration
- Backtesting methodology: walk-forward validation, look-ahead bias, survivorship bias
- Cross-asset extension to foreign exchange, commodities, and crypto (Centralised Exchanges (CEX) vs Decentralised Exchanges (DEX) execution)
8. Evaluation, Monitoring and Drift
- Building golden datasets and evaluation harnesses for finance tasks
- Observability, replay, prompt regression testing
- Detecting model drift: offline benchmarks vs shadow mode vs limited deployment
9. Risk, Governance and Regulation
- The big four agent risks: hallucination, data leakage, over-automation, prompt injection
- Hong Kong regulatory landscape - Securities and Futures Commission (SFC), Hong Kong Monetary Authority (HKMA) and Asia-Pacific context – Monetary Authority of Singapore
- European Union Artificial Intelligence (EU AI) Act extraterritorial scope, designing compliance checkpoints inside an agentic workflow
AWARD
Upon successful completion of the programme, students who have passed the assessment with attendance of no less than 70% will be awarded within the HKU system through HKU SPACE a “Certificate for Module (Agentic Finance with OpenClaw for Investment Applications).”
|
Type of Assessment |
Description |
Weighting |
|
Continuous Assessment |
One 3-hour individual in-class exercise: Students are required to complete the following tasks during lessons: 1) identify prototype in investment workflows, 2) examine data integration with OpenClaw tools and 3) build the initial version of agent using Gen AI tools. Students are expected to apply critical thinking in using OpenClaw to produce a report (1000 words).
|
50% |
|
Final Assessment |
A 20-minute group project presentation (at least 10 slides) (3-5 students per group): The presentation covers agent architectures, data infrastructure for the agent, hands-on deployment of OpenClaw, execution, trading and backtesting of the investment agent and evaluation of the agent’s performance. Students are required to submit the PPT slides after the presentation.
|
50% |
|
|
|
Total: 100% |
| Application Code | 2455-FN182A | Apply Online Now |
| Apply Online Now | ||
Duration
- The programme consists of ten sessions, each lasting 3 hours.
Teachers
Teacher Information
Mr. David Ching
CFA
David Ching, CFA, is the Investment Director and Head of Research at Animoca Brands, Vice President of the CFA Society Hong Kong, and Founding Chairman of the AI, Web3 & FinTech Committee. A seasoned investor and business builder, David brings over two decades of experience spanning traditional finance and emerging technologies, with deep expertise and distinctive insights in artificial intelligence, digital assets, and energy transition.
David graduated from the University of Oxford with First Class Honours on a full scholarship, and is Honorary President of the Oxford and Cambridge Society of Hong Kong. Over his career, he has held senior roles including Chief Strategist and Portfolio Manager at leading financial institutions such as Morgan Stanley, Bank of America, Macquarie, and Polymer Capital. His exceptional track record has earned him multiple Best Analyst awards from Institutional Investor and recognition by StarMine as one of Asia’s top stock pickers.
He is a regular speaker and convener on AI adoption in financial services, agentic infrastructure, regulatory frameworks for digital assets, and the convergence of TradFi and Web3. David is committed to building the bridges — technical, regulatory, and human — that allow institutions to navigate this transition with clarity.
Fee & Entry Requirements
Fee
- HK$9,000
Entry Requirements
Applicants shall hold an Advanced Diploma, a Higher Diploma or an Associate Degree awarded by a recognised institution where the language of teaching and assessment is English. Those with a background in business, accounting, finance, economics, mathematics, statistics, science, engineering, IT or computer science would have an advantage.
Applicants with other qualifications will be considered on individual merit.
Apply
Online Application Apply Now
Application Form Download Application Form
Enrolment MethodOnline Enrolment
HKU SPACE provides 24-hour online application and payment service for students to apply to selected award-bearing programmes and to enrol in most open admission courses (courses enrolled on a first come, first served basis) via the Internet. Applicants may settle the payment by using either "PPS by Internet" (not available via mobile phones), VISA or Mastercard online. Online WeChat Pay, Online AliPay and Faster Payment System (FPS) are also available for continuing enrolment in the same programme, if online service is offered.
For first time enrolment
-
Complete the online application form
Applicant may click the icon
on the top right-hand corner of the programme/course webpage to make online application, and then follow the instructions to fill in the online application form.
Some programmes/courses may admit by selection, and may require applicants to provide electronic copy of any required documents (e.g. proof of qualification) as indicated on the programme/course webpage. Only file format in doc, docx, jpg and pdf are supported. -
Make Online Payment
Pay the application or programme/course fees by either using:
"PPS by Internet" - You will need a PPS account and a PPS Internet password. For information on how to open a PPS account and how to set up a PPS Internet password, please visit http://www.ppshk.com.
*Credit Card Online Payment - Course fees can be paid by VISA or Mastercard including the “HKU SPACE Mastercard”.
* HKU SPACE Mastercard cardholders who wish to enjoy 10-month interest free instalment scheme must pay their tuition fees in person at any of our HKU SPACE Enrolment Centres.
To know more about first-time online application/enrolment and payment, please refer to the user guide of Online Application / Enrolment and Payment:
For continuing enrolment in the same programme
Selected programmes offer online continuing enrolment service. Programme staff will inform students if they offer this service and offer further enrolment details.
Online Payment can be made via "PPS by Internet" (not available via mobile phones), VISA or Mastercard, Online WeChat Pay, Online AliPay and Faster Payment System (FPS)
In Person / Mail
For first time enrolment
-
For first come, first served short courses, complete the Application for Enrolment Form SF26 and bring or post the completed form(s), together with the appropriate application/course fee(s) and any required supporting documents to any of the HKU SPACE enrolment centres.
[Download Enrolment Form SF26] -
Award-bearing and professional courses may require other information. Forms are usually available at the enrolment centres or on request from programme staff. Bring or post the completed form(s), together with the appropriate application/course fee(s) and any required supporting documents to any of the HKU SPACE enrolment centres.
For continuing enrolment in the same programme
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The standard ‘Enrolment/Payment Slip’ is designed for students of award-bearing programmes or remaining programmes in a suite of programmes requiring continuing enrolment and it applies to most programmes.
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Students should complete the “Enrolment/Payment Slip” which will be made available by relevant programme staff and return the slip to any HKU SPACE enrolment centre or post it to the relevant programme staff with appropriate fee payment.
Please refer to available Payment Methods for fee payment information. If you are in doubt about the procedures, please check the individual course details, or contact our programme staff or enrolment centres.
Please note the followings for programme/course enrollment:
- To make an application online, you will need a computer with connection to the Internet and a web browser with JavaScript enabled. Google Chrome is recommended.
- Applicants should not leave the online application idle for more than 10 minutes. Otherwise, applicants must restart the application process.
- Only Early Bird Discount is supported for Online Applicants (Application). To enjoy other types of discount, please visit one of our enrolment centres.
- During the online application process, asynchronous application and payment submission may occur. Successful payment may not guarantee successful application. In case of unsuccessful submission, our programme staff will contact you shortly.
- Applicants are reminded that they should only apply for the same programme/course once through counter or online application.
- For online enrolment, a payment confirmation page would be displayed after payment has been made successfully. In addition, a confirmation email would also be sent to your email account. You are advised to keep your payment confirmation for future enquiries.
- Fees paid are not refundable except as statutorily provided or under very exceptional circumstances (e.g. course cancellation due to insufficient enrolment).
- If admission is by selection, the official receipt is not a guarantee that your application has been accepted. We will inform you of the result as soon as possible after the closing date for application. Unsuccessful applicants will be given a refund of programme/course fee if already paid.
Disclaimer
The School provides a platform for online services for a selected range of products it offers. While every effort is made to ensure timeliness and accuracy of information contained in this website, such information and materials are provided "as is" without express or implied warranty of any kind. In particular, no warranty or assurance regarding non-infringement, security, accuracy, fitness for a purpose or freedom from computer viruses is given in connection with such information and materials.
The School (and its respective employees and subsidiaries) is not liable for any loss or damage in connection with any online payments made by you by reason of (i) any failure, delay, interruption, suspension or restriction of the transmission of any information or message from any payment gateways of the relevant banks and/or third party merchants for processing credit/debit/smart card or other payment facilitation mechanism; (ii) any negligence, mistake, error in or omission from any information or message transmitted from the said payment gateways; (iii) any breakdown, malfunction or failure of those gateways in effecting online payment service or (iv) anything arisen out of or in connection with the said payment gateways, including but not limited to unauthorised access to or alternation of the transmission of data or any unlawful act not permitted by the law.
1. Cash, EPS, WeChat Pay Or Alipay
Course fees can be paid by cash, EPS, WeChat Pay or Alipay at any HKU SPACE Enrolment Centres.
2. Cheque Or Bank draft
Course fees can also be paid by crossed cheque or bank draft made payable to “HKU SPACE”. Please specify the programme title(s) for application and applicant’s name. You may either:
- bring the completed form(s), together with the appropriate course or application fees in the form of a cheque, and any required supporting documents to any of the HKU SPACE enrolment centres;
- or mail the above documents to any of the HKU SPACE Enrolment Centres, specifying “Course Application” on the envelope. HKU SPACE will not be responsible for any loss of personal information and payment sent by mail.
3. VISA/Mastercard
Applicants may also pay the course fee by VISA or Mastercard, including the “HKU SPACE Mastercard”, at any HKU SPACE enrolment centres. Holders of the HKU SPACE Mastercard can enjoy a 10-month interest-free instalment period for courses with a tuition fee worth a minimum of HK$2,000; however, the course applicant must also be the cardholder himself/herself. For enquiries, please contact our staff at any enrolment centres.
4. Online Payment
Online application / enrolment is offered for most open admission courses (enrolled on first come, first served basis) and selected award-bearing programmes. Application fees and course fees of these programmes/courses can be settled by using "PPS by Internet" (not available via mobile phones), VISA or Mastercard. In addition to the aforesaid online payment channels, new and continuing students of award-bearing programmes with available online service, they may also pay their course fees by Online WeChat Pay, Online Alipay or Faster Payment System (FPS). Please refer to Enrolment Methods - Online Enrolment for details.
Notes
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If the programme/course is starting within five working days, application by post is not recommended to avoid any delays. Applicants are advised to enrol in person at HKU SPACE Enrolment Centres and avoid making cheque payment under this circumstance.
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Fees paid are not refundable except under very exceptional circumstances (e.g. course cancellation due to insufficient enrolment), subject to the School’s discretion. In exceptional cases where a refund is approved, fees paid by cash, EPS, WeChat Pay, Alipay, cheque, FPS or PPS by Internet will be reimbursed by a cheque, and fees paid by credit card will be reimbursed to the credit card account used for payment.
- In addition to the published fees, there may be additional costs associated with individual programmes. Please refer to the relevant course brochures or direct any enquiries to the relevant programme team for details.
- Fees and places on courses cannot be transferrable from one applicant to another. Once accepted onto a course, the student may not change to another course without approval from HKU SPACE. A processing fee of HK$120 will be levied on each approved transfer.
- HKU SPACE will not be responsible for any loss of payment, receipt, or personal information sent by mail.
- For payment certification, please submit a completed form, a sufficiently stamped and self-addressed envelope, and a crossed cheque for HK$30 per copy made payable to “HKU SPACE” to any of our enrolment centres.
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