HashKey Capital Joins AMBR in Accelerating AI Agent Integration Across Financial Services

HONG KONG — Nov 4, 2026 —HashKey Capital and AMBR (Amber International Holding Limited, Nasdaq: AMBR), an agentic AI company specializing in finance, have announced a strategic partnership to explore the practical application of AI agents and advanced technologies inthe financial and digital asset sectors.
 
The partnership combines AMBR’s AI agent capabilities and financial infrastructure with HashKey Capital’s institutional investment expertise and global fund management experience. It also marks another step in AMBR’s strategy to bring agentic AI into real-world financial applications, opening up new opportunities for the wider industry.
 
The collaboration was unveiled on stage by Michael Wu, Founder and CEO of AMBR, alongside Deng Chao, CEO of HashKey Capital, at the exclusive reception Capital Next: Allocation, Reimagined during Hong Kong FinTech Week.
 
Exploring AI Agents Across Core Financial Workflows
 
Under the partnership, the two companies intend to explore synergies between core financial workflows and task-oriented AI systems, including how AI agent architectures can be responsibly applied to investment research, operational automation, and institutional client services within high-velocity market environments.
 
Both firms come from fast-moving, high-stakes markets and share a background in putting new technology to work in real-world financial workflows. Rather than treating artificial intelligence as a simple information overlay, the partnership seeks to investigate deep operational integration—examining how AI agents can execute complex, multi-step tasks. The work will follow three principles drawn from AMBR’s experience building its own AI agents: human oversight, clear boundaries of autonomy, and data that remains under control.
 
The two companies are also partnering on products, providingAMBR’s clients with access to a broader range of products and services from HashKey Capital.
 
A Shared View on the Agentic Future
 
Deng Chao, CEO of HashKey Capital, stated: “The financial and digital asset sectors are moving rapidly from informational AI to task-oriented AI agents capable of operating in 24/7, data-dense environments. Hong Kong provides the ideal regulatory and market landscape to set high standards for secure, high-impact financial technology.”
 
Michael Wu, Founder and CEO of AMBR, stated: “AI agents are moving from answering questions to doing real work, and finance is where trust matters most and where the bar is highest. Agents earn trust in finance by knowing the workflow, working within clear limits and staying under human oversight. That is how we build at AMBR, and HashKey Capital is the right partner to take this into institutional investing.”
 
This partnership marks HashKey Capital’s early strategic engagement with AI agent technologies, as well as the first major partnership announced by AMBR following its businesstransformation. Both organizations view this announcement as a preliminary milestone and look forward to sharing further developments as their joint initiatives progress.

About HashKey Capital

HashKey Capital is a leading boutique digital asset management institution in Asia, providing investors with full-lifecycle asset management solutions. In the primary market, as one of the earliest institutional investors in Ethereum since its founding in 2018, the fund has invested in over 400 innovative enterprises, focusing on digital assets, blockchain technology, and frontier tech. In the secondary market, its passive funds provide standardized digital asset beta exposure through compliant investment tools, while its active funds utilize multi-strategy positioning to navigate market cycles and generate excess returns.

About AMBR

AMBR (Amber International Holding Limited, Nasdaq: AMBR) is a Nasdaq-listed agentic AI company dedicated to building specialized AI agents for finance, enterprise, and growth – domains where the stakes are high and trust matters. Founded by the team behind Amber AI in 2017, which later became Amber Group, AMBR combines AI technology with deep expertise in financial markets, real-world workflows, and trusted infrastructure.
 
AMBR is building a portfolio of purpose-built AI agents designed around specific use cases to help individuals and organizations evaluate opportunities, generate insights for decision-making, and organize workflows from intent to action. Its flagship agents include Ambre, a personal finance agent; TIA, a trading intelligence agent; and MIA, a marketing AI agent proven within AMBR’s businesses.
 
Learn more at ambr.io or follow AMBR on LinkedIn.
中國香港,2026年11月4日 — HashKey Capital 與專注於金融領域的代理型 AI(Agentic AI)公司 AMBR(Amber International Holding Limited,納斯達克股票代碼:AMBR)宣布達成戰略合作,共同探索 AI 智能體(AI agents)及前沿技術在金融和數字資產領域的實際應用。

此次合作將 AMBR 的 AI 智能體能力與金融基礎設施,同 HashKey Capital 的機構投資專業知識及全球基金管理經驗相結合。這也標誌著 AMBR 在將代理型 AI 引入現實金融應用戰略上邁出了新的一步,為整個行業開啟了新的機遇。

在香港金融科技周期間舉行的“Capital Next: Allocation, Reimagined”專屬酒會上,AMBR 創始人兼首席執行官 Michael Wu 與 HashKey Capital 首席執行官鄧超共同在台上宣布了這一合作。

探索 AI 智能體在核心金融工作流中的應用

根據合作協議,雙方計劃探索核心金融工作流程與任務導向型 AI 系統之間的協同效應,包括如何負責任地將 AI 智能體架構應用於高頻市場環境下的投資研究、運營自動化以及機構客戶服務。

兩家公司均立足於快速變化、高風險的市場,並在將新技術應用於實際金融工作流方面擁有深厚背景。此次合作並非將人工智能視為簡單的信息疊加,而是旨在探索深度的運營整合——研究 AI 智能體如何執行複雜的多步驟任務。這項工作將遵循 AMBR 在構建自身 AI 智能體過程中總結的三大原則:保持人工監督、設定明確的自主邊界,以及確保數據安全可控。

雙方還將在產品層面展開合作,使 AMBR 的客戶能夠更便捷地觸達 HashKey Capital 旗下豐富的多元化產品與服務矩陣。

共塑“代理型 AI”的未來願景

HashKey Capital 首席執行官鄧超表示:「金融和數字資產行業正在迅速從信息型 AI 向任務導向型 AI 智能體轉變,後者能夠全天候在數據密集型環境中運行。香港提供了理想的監管和市場環境,為建立安全、高影響力的金融科技領域樹立了高標準。」

AMBR 創始人兼首席執行官 Michael Wu表示:「AI 智能體正從簡單的問答轉向執行實際工作,而金融領域是信任最關鍵、標準最高的地方。在金融領域,智能體通過了解工作流、在明確的限制內運作並保持在人工監督之下贏得信任。這就是我們在 AMBR 的建設之道,而 HashKey Capital 正是將這一理念引入機構投資領域的理想合作夥伴。」

此次合作標誌著 HashKey Capital 在 AI 智能體技術領域的早期戰略布局,也是 AMBR 在業務轉型後宣布的首個重大合作夥伴關係。雙方均將此次宣布視為一個初步里程碑,並期待隨著聯合項目的推進分享更多進展。

關於 HashKey Capital

HashKey Capital 是亞洲領先的精品數字資產管理機構,為投資者提供全生命週期的資產管理解決方案。在初級市場,作為以太坊自 2018 年成立以來最早的機構投資者之一,該基金已投資了超過 400 家創新企業,重點關注數字資產、區塊鏈技術及前沿科技。在二級市場,其被動基金通過合規投資工具提供標準化的數字資產 Beta 敞口,而其主動基金則利用多策略布局穿越市場週期並創造超額收益。

關於 AMBR

AMBR(Amber International Holding Limited,納斯達克股票代碼:AMBR)是一家在納斯達克上市的代理型 AI 公司,致力於為金融、企業和增長領域構建專用 AI 智能體——在這些領域,風險極高且信任至關重要。AMBR 由 2017 年創立 Amber AI(後發展為 Amber Group)的團隊創立,將 AI 技術與在金融市場、實際工作流和可信基礎設施方面的深厚專業知識相結合。

AMBR 正在構建一系列針對特定用例設計的 AI 智能體組合,幫助個人和組織評估機會、生成決策洞察,並組織從意圖到行動的工作流。其旗艦智能體包括個人金融智能體 Ambre、交易智能體 TIA,以及在 AMBR 業務中得到驗證的營銷 AI 智能體 MIA。

了解更多信息,請訪問 ambr.io 或在 LinkedIn 上關注 AMBR。

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