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2023

Exploring the Vibrant Heart of Indonesia - Jakarta

I was traveeling in Jakarta last weekend. Indonesia, the archipelago nation comprising thousands of islands, is a land of diverse cultures, stunning landscapes, and warm hospitality. At the heart of this captivating country lies Jakarta, the bustling capital and economic hub. Known for its contrasting mix of traditional and modern elements, Jakarta offers travelers a unique and immersive experience. In this blog post, we will delve into the wonders of Jakarta, exploring its rich history, vibrant culture, and must-visit attractions.

1. A Melting Pot of Cultures

As one of the most populous cities in the world, Jakarta is a true melting pot of cultures. Here, you can witness the harmonious coexistence of various ethnic groups, including Javanese, Sundanese, Betawi, and many more. The blend of traditions, languages, and cuisines creates a captivating tapestry that reflects the nation's diversity. Exploring the neighborhoods like Kota Tua, Glodok, and Menteng will expose you to the cultural richness and architectural heritage of Jakarta.

2. Historical Treasures

Jakarta has a fascinating history that can be traced back to the 4th century. The city has witnessed the rise and fall of empires, the struggles for independence, and the subsequent urban development. History enthusiasts can visit sites like the National Museum, which showcases an impressive collection of Indonesian artifacts, or the National Monument (Monas), a towering symbol of independence. Kota Tua, also known as the Old Town, takes you on a journey through colonial-era Jakarta with its Dutch-style buildings and cobblestone streets.

3. Modern Marvels

While Jakarta embraces its historical roots, it is also a city that thrives on modernity. The skyline is adorned with impressive skyscrapers, including iconic landmarks like the BNI City Tower and the Wisma 46. The city boasts world-class shopping malls like Plaza Indonesia and Grand Indonesia, offering a haven for shopaholics and food enthusiasts. For a taste of Jakarta's vibrant nightlife, head to trendy areas like Kemang or SCBD, where you can find an array of clubs, bars, and live music venues.

4. Culinary Delights

No visit to Jakarta is complete without indulging in its mouthwatering culinary scene. The city offers a treasure trove of flavors, from street food stalls to upscale restaurants. Sample local favorites like nasi goreng (fried rice), gado-gado (vegetable salad with peanut sauce), and satay (grilled skewers). For a truly authentic experience, explore the food stalls at Jalan Sabang or Pasar Santa, where you can savor an assortment of delectable dishes at affordable prices.

5. Nature Escapes

Amidst the urban sprawl, Jakarta surprises visitors with pockets of natural beauty. The Thousand Islands, located just off the coast, provide a serene getaway from the city's hustle and bustle. These picturesque islands offer opportunities for snorkeling, diving, and relaxing on pristine beaches. Additionally, visit the Taman Mini Indonesia Indah, a cultural park that showcases the country's diverse landscapes, traditional houses, and cultural performances.

Conclusion

Jakarta, the dynamic capital of Indonesia, offers a fascinating blend of history, culture, and modernity. Its bustling streets, diverse culinary scene, and warm hospitality make it an intriguing destination for travelers. Whether you are drawn to its historical landmarks, shopping centers, or natural escapes, Jakarta promises an immersive experience that will leave a lasting impression. So, pack your bags, embrace the vibrant energy, and embark on a journey to discover the heart and soul of Indonesia in this captivating city.

探索印度尼西亞的活力之心 - 雅加達

我上週末在雅加達旅行。印度尼西亞,這個由數千個島嶼組成的群島國家,擁有多元化的文化、令人驚艷的景觀及熱情的好客。在這個引人入勝的國家的心臟地帶,就是繁忙的首都和經濟樞紐-雅加達。雅加達以其傳統與現代元素的對比混合而聞名,為旅行者們提供獨特且深入的體驗。在這篇博客文章中,我們將深入探討雅加達的奇觀,探究其豐富的歷史、繁榮的文化及必遊的景點。

1. 文化的大熔爐

作為世界上人口最多的城市之一,雅加達是真正的文化大熔爐。在這裡,你可以見識到各種族群,包括爪哇、巽他、貝塔維等的和諧共存。傳統、語言和美食的混合創造出一個魅力四溢的畫面,反映出國家的多元性。探索像 Kota Tua、Glodok 和 Menteng 這樣的社區,將讓你體驗到雅加達的文化豐富性和建築遺產。

2. 歷史珍寶

雅加達有一段追溯至公元4世紀的迷人歷史。該城市見證了帝國的興衰、獨立鬥爭以及後續的城市發展。歷史愛好者可以參觀如國家博物館的地方,該處展示了一批令人印象深刻的印度尼西亞文物,或者可以參觀國家紀念碑(Monas),這是獨立的象徵。 Kota Tua,也被稱為老城區,帶你通過其荷蘭式建築和鵝卵石街道,重新經歷殖民時代的雅加達。

3. 現代奇觀

儘管雅加達擁抱其歷史根源,但它也是一座繁榮於現代性的城市。城市線條優美,鑲嵌著令人印象深刻的摩天大樓,其中包括像 BNI City Tower 和 Wisma 46 這樣的象徵性地標。這個城市擁有世界一流的購物商場,如 Plaza Indonesia 和 Grand Indonesia,為購物狂和美食愛好者提供了避風港。如果想要品味雅加達的繁華夜生活,可以去 Kemang 或 SCBD 這樣的時尚地區,那裡有眾多的俱樂部、酒吧和現場音樂場所。

4. 美食體驗

來雅加達的訪問不會完整,除非你沉醉於其令人垂涎的美食場景。這座城市提供了一個美食寶藏,從街頭小吃攤到高級餐廳,應有盡有。嘗試當地人最愛的食物,如炒飯(nasi goreng)、菜沙拉配花生醬(gado-gado)和烤串(satay)。如果想要獲得真實的體驗,可以在 Jalan Sabang 或 Pasar Santa 的美食攤位探索,那裡可以品嚐到各種美味的菜餚,價格也很實惠。

5. 大自然的療癒

在城市的繁華攝人中,雅加達以其天然美景的綠洲讓遊客驚喜。Thousand Islands 位於離海岸不遠的地方,提供了從城市喧囂中逃脫的寧靜之地。這些風景如畫的島嶼為浮潛、潛水和在原始的海灘上放鬆提供了機會。此外,還可以參觀 Taman Mini Indonesia Indah,這是一個展示國家多樣化風景、傳統房屋和文化表演的文化公園。

總結

雅加達,印度尼西亞的動感首都,提供了歷史、文化和現代性的沉醉結合。其繁忙的街道、多樣的美食場景和溫暖的好客,使其成為旅行者的有趣目的地。無論你垂青於其歷史地標、購物中心,還是天然綠洲,雅加達都將答應你一種深入的體驗,留下深刻的印象。因此,整理好你的行李,擁抱活力四溢的能量,並開始一段旅程,去探索在這個引人入勝的城市中印度尼西亞的心與靈。

Introduction of Grafana Dashboard

In the world of data visualization and monitoring, Grafana has emerged as a powerful and versatile tool that is revolutionizing the way we analyze and interpret data. Whether you are a data scientist, a system administrator, or a business analyst, Grafana provides an intuitive and flexible platform to visualize and monitor data from various sources. In this blog post, we will delve into the capabilities of Grafana, explore its features, and understand why it has become an essential tool in the data visualization ecosystem.

What is Grafana?

Grafana is an open-source data visualization and monitoring tool that allows users to create interactive and customizable dashboards for visualizing time-series data. Initially released in 2014, Grafana quickly gained popularity due to its user-friendly interface, extensive plugin ecosystem, and support for a wide range of data sources. It has become a go-to tool for organizations and individuals looking to gain insights from their data in a visually appealing and easily understandable manner.

Key Features of Grafana

  1. Data Source Flexibility: Grafana supports a plethora of data sources, including popular databases like Graphite, InfluxDB, Prometheus, Elasticsearch, and many more. This flexibility allows users to connect to their preferred data source and seamlessly visualize the data without any hassle.

  2. Interactive Dashboards: Grafana's dashboards are highly interactive, providing users with the ability to drill down into specific data points, zoom in and out of time ranges, and apply filters to focus on the most relevant information. The drag-and-drop editor makes it easy to create and customize panels, charts, and graphs to suit individual requirements.

  3. Alerting and Notifications: Grafana's alerting system empowers users to define custom alert rules based on data thresholds and conditions. When these rules are triggered, Grafana can send notifications via various channels like email, Slack, PagerDuty, or custom webhooks, ensuring that critical issues are promptly addressed.

  4. Extensive Plugin Ecosystem: Grafana's plugin ecosystem is one of its greatest strengths. With a vast collection of plugins, users can extend the functionality of Grafana by integrating with other tools, adding new visualization options, or connecting to additional data sources. This extensibility allows users to tailor their Grafana experience to their specific needs.

  5. Community and Community Dashboards: Grafana boasts a vibrant and active community, which constantly contributes new dashboards, plugins, and enhancements. The community dashboards are readily available for users to import and use, saving time and effort in creating dashboards from scratch. This collaborative aspect of Grafana ensures that users can leverage the collective expertise of the community to create impactful visualizations.

Use Cases of Grafana

  1. Infrastructure Monitoring: Grafana excels in monitoring and visualizing the health and performance of infrastructure components like servers, databases, and network devices. By integrating with tools such as Prometheus and Graphite, Grafana provides real-time insights into resource utilization, system metrics, and network traffic.

  2. Application Performance Monitoring (APM): Grafana can be used to monitor the performance and availability of applications by integrating with APM tools like Jaeger, Zipkin, or Prometheus. It allows users to track response times, error rates, and other critical metrics, enabling efficient troubleshooting and optimization.

  3. Business Intelligence and Analytics: Grafana is equally valuable in the domain of business intelligence and analytics. By connecting to databases like MySQL, PostgreSQL, or Microsoft SQL Server, users can create interactive dashboards that provide insights into sales data, customer behavior, marketing campaigns, and other business metrics.

Conclusion

Grafana has firmly established itself as a leading data visualization and monitoring tool, providing a user-friendly interface, extensive data source support, and powerful visualization capabilities. Its flexibility and extensibility make it suitable for a wide range of use cases across industries. Whether you are monitoring infrastructure, analyzing application performance, or exploring business metrics, Grafana offers a robust and customizable solution. With its active community and growing ecosystem, Grafana continues to evolve, empowering users to unlock the true potential of their data.

介紹Grafana儀表板

在數據可視化和監控的世界中,Grafana已經成為一個強大且多功能的工具,它正在變革我們分析和理解數據的方式。無論你是數據科學家,系統管理員,還是業務分析師,Grafana都提供了一個直觀靈活的平台,讓你從各種來源可視化和監控數據。在這篇博客文章中,我們將深入探索Grafana的功能,了解其特性,並理解為什麼它已經成為數據可視化生態系統中的一個必不可少的工具。

什麼是Grafana?

Grafana是一個開源的數據可視化和監控工具,允許用戶創建互動和可自訂的儀表板來可視化時序數據。Grafana於2014年首次發布後迅速受到歡迎,其用戶友好的介面,豐富的插件生態系統以及對多種數據源的支持獲得了認可。Grafana已經成為組織和個人尋求以視覺吸引人且易於理解的方式獲得數據洞察的首選工具。

Grafana的主要特性

  1. 數據源的靈活性:Grafana支持許多數據源,包括如Graphite,InfluxDB,Prometheus,Elasticsearch等流行的數據庫。此種靈活性使得用戶能夠連接到他們喜愛的數據源,並無縫地可視化數據,無任何困擾。

  2. 交互式儀表板:Grafana的儀表板高度交互,提供用戶深入到特定數據點,縮放時間範圍並應用過濾器以聚焦最相關的信息。拖曳編輯器使創建和自定義面板,圖表和圖形變得輕易,以滿足個人需求。

  3. 警報與通知:Grafana的警報系統賦權用戶根據數據閾值和條件定義自定義警報規則。當這些規則被觸發時,Grafana可以通過各種通道例如電子郵件,Slack,PagerDuty或自定義webhooks發送通知,確保即時處理關鍵問題。

  4. 豐富的插件生態系統:Grafana的插件生態系統是其最大的優勢之一。有了大量的插件,用戶可以通過與其他工具集成,添加新的可視化選項,或連接到額外的數據源來擴展Grafana的功能。這種擴展性允許用戶根據他們特定的需求定制他們的Grafana體驗。

  5. 社區與社區儀表板:Grafana擁有一個充滿活力且活躍的社區,不斷貢獻新的儀表板,插件和增強功能。社區儀表板可供用戶導入和使用,節省了從零開創儀表板的時間和努力。Grafana的這種合作方面確保了用戶可以利用社區的集體專業知識創建有影響力的視覺化。

Grafana的使用案例

  1. 基礎設施監控:Grafana擅長監控和可視化基礎設施組件的健康和性能,如服務器,數據庫和網絡設備。通過與Prometheus和Graphite等工具集成,Grafana提供了對資源利用,系統指標和網絡流量的實時洞察。

  2. 應用性能監控(APM):Grafana可以集成APM工具,如Jaeger,Zipkin或Prometheus,以監控應用的性能和可用性。它讓用戶可以跟蹤響應時間,錯誤率和其他關鍵指標,從而有效地進行故障排除和最佳化。

  3. 商業智能和分析:在商業智能和分析領域,Grafana也同樣有價值。用戶可以連接到 MySQL,PostgreSQL 或者 Microsoft SQL Server 等數據庫,創建互動式儀表板,對銷售數據,客戶行為,市場活動以及其他商業衡量指標提供洞察。

結論

Grafana已經堅定地將自己定位為一個領先的數據可視化和監控工具,提供了用戶友好的介面,豐富的數據源支持和強大的可視化能力。它的靈活性和可擴展性使其適用於各行業的廣泛用例。無論你是監控基礎設施,分析應用性能,還是探索商業指標,Grafana都提供了一個強大和可定制的解決方案。隨著其活躍的社區和不斷生長的生態系統,Grafana不斷進化,使用戶能夠釋放他們數據的真正潛力。

Learn the Art of Effective Communication - Talking to Your Boss without Being a Problem

In today's professional world, effective communication is a vital skill that can make or break your career. When it comes to discussing problems or proposing solutions with your boss, it's crucial to approach the conversation in a manner that shows you as a proactive and valuable team member. In this blog post, we will explore some strategies to help you talk to your boss confidently, bring up problems without being seen as a burden, and create an environment where solutions are welcomed.

Develop a Solution-Oriented Mindset

Instead of solely focusing on problems, adopt a solution-oriented mindset. Whenever you identify an issue, invest time and effort into crafting potential solutions. By offering well-thought-out solutions, you demonstrate your problem-solving abilities and commitment to the success of the organization.

Choose the Right Timing

Timing plays a crucial role in successful communication. Pick an appropriate moment when your boss is more likely to be receptive to your concerns. Avoid approaching them during busy periods or when they are occupied with urgent matters. Find a time when they can give you their undivided attention, such as scheduling a meeting or asking for a few minutes of their time.

Prepare and Organize Your Thoughts

Before talking to your boss, take the time to prepare and organize your thoughts. Clearly articulate the problem you have identified and the potential solutions you propose. Consider gathering relevant data, examples, or supporting evidence to strengthen your case. Being well-prepared demonstrates professionalism and shows that you value your boss's time.

Choose Your Words Wisely

When discussing problems, it's essential to use clear and concise language. Avoid being overly negative or critical, as this can create a defensive or hostile atmosphere. Frame your concerns in a constructive manner, highlighting the potential positive outcomes that can result from addressing the issue. Use "I" statements to express your perspective without sounding accusatory, such as "I have noticed" or "I believe."

Active Listening and Respectful Dialogue

Effective communication is a two-way street. While sharing your concerns, actively listen to your boss's feedback and perspective. Give them the opportunity to express their thoughts and concerns fully. Engage in respectful dialogue, showing empathy and understanding for their position. By actively listening and respecting their input, you foster a collaborative environment and build a stronger working relationship.

Highlight Your Contributions

Alongside discussing problems, ensure you highlight your contributions and successes. Briefly mention how you have tried to address the issue independently, showcasing your proactiveness and dedication. This will demonstrate your commitment to personal growth and the overall success of the team.

Continuous Skill Development

Investing in your personal and professional development is key to becoming a valuable asset to your organization. Continuously seek opportunities to learn new skills and expand your knowledge base. By demonstrating your willingness to grow and improve, you become a resourceful team member capable of handling various challenges.

Conclusion

Talking to your boss about problems and proposing solutions can be a delicate task. By adopting a solution-oriented mindset, choosing the right timing, organizing your thoughts, using appropriate language, actively listening, and emphasizing your contributions, you can effectively communicate with your boss without being seen as a problem. Remember, continuous skill development and a proactive approach will help you establish yourself as a valuable team member, contributing to both your personal growth and the success of the organization.

學習有效溝通的技巧 - 與上司對話時,不要變成問題

在當今的專業世界裡,有效的溝通是一種至關重要的技巧,能夠決定你的事業成敗。當與老闆討論問題或提出解決方案時,以一種讓你被視為積極且有價值的團隊成員的方式進行對話就顯得關鍵。在這篇博客文章中,我們將探索一些策略,幫助你有自信地與老闆對話,提出問題卻不被視為負擔,並創造一個歡迎各種解決方案的環境。

培養解決導向的思維模式

不要只針對問題,而是採取解決導向的思維模式。每當你識別出一個問題,就投入時間和努力制定可能的解決方案。通過提供經過深思熟慮的解決方案,你能展示出你的問題解決能力和對組織成功的承諾。

選擇正確的時間

時間在成功的溝通中起著關鍵的作用。選擇一個適當的時刻,你的上司更有可能對你的擔憂保持開放的心態。避免在他們忙碌的時候或他們在處理緊急事情的時候找他們。找一個他們能夠給你全神貫注的時間,如安排一次會議或請求他們的幾分鐘時間。

準備和組織你的想法

在與老闆談話之前,花些時間準備和組織你的想法。清楚地說明你確定的問題和你提出的可能的解決方案。考慮收集相關的數據、實例或支持證據以支持你的觀點。充足的準備表現出你的專業度並顯示你尊重你的老闆的時間。

明智地選擇你的話

在討論問題時,使用清晰且簡短的語言十分重要。避免過於消極或批評,因為這將產生防禦或敵意的氛圍。以建設性的方式提出你的疑慮,強調解決問題可能帶來的積極結果。使用「我」來表達你的觀點而不是責怪,比如「我注意到」或「我認為」。

積極聆聽和尊重的對話

有效的溝通是雙向的。在分享你的擔憂時,積極地聆聽你的老闆的反饋和觀點。給他們機會完全表達他們的思想和擔憂。以尊重的方式對話,對他們的立場表現同情和理解。通過積極聆聽並尊重他們的意見,你可以創造一個協作的環境並建立強大的工作關係。

凸顯你的貢獻

在討論問題的同時,確保也突顯出你的貢獻和成功。簡短地提及你是如何嘗試獨立解決問題的,展現你的前瞻性和投入。這將表明你對個人成長和團隊成功的承諾。

持續的技能發展

投資於你的個人和專業發展是成為你組織裡有價值資產的關鍵。持續尋找學習新技能和擴大知識基礎的機會。通過顯示你願意成長和進步,你將成為一個能夠應對各種挑戰的有用的團隊成員。

結論

與老闆談問題和提出解決方案可能是一項微妙的任務。通過採取解決導向的思維,選擇正確的時間,組織你的想法,使用適當的語言,積極聆聽,並強調你的貢獻,你可以有效地與老闆溝通,而不會被視為問題。請記住,持續的技能發展和積極的態度將有助於你成為一個有價值的團隊成員,對你的個人成長和組織的成功做出貢獻。

The Marshmallow Challenge - Unveiling Lessons in Teamwork, Creativity, and Innovation

In the realm of team-building exercises, the Marshmallow Challenge has emerged as a popular activity that offers valuable lessons on teamwork, creativity, and innovation. This seemingly simple exercise, which involves building the tallest structure using a limited set of materials, has been embraced by individuals ranging from kindergarten students to top-level managers in leading companies worldwide. By examining the outcomes of this challenge, we can gain insights into the strategies employed by different groups and extract valuable takeaways for our own collaborative endeavors.

The Rules of the Marshmallow Challenge

Within a time frame of just 18 minutes, each group is tasked with constructing a tower using 20 sticks of spaghetti, one yard of tape, one yard of string, and, most notably, one marshmallow. The objective is to design and build a structure that reaches the greatest possible height, with the marshmallow securely positioned on top.

Reflection on Lessons Learned

One noteworthy source of insight is the TED Talk titled "Build a Tower, Build a Team." The observations made during the Marshmallow Challenge shed light on both successful and unsuccessful team performances, revealing intriguing patterns and behaviors.

Poor Performers: Business School Graduates

Curiously, business school graduates often struggle to achieve favorable results in the Marshmallow Challenge. These teams tend to invest a significant amount of time in devising a single, elaborate plan. Unfortunately, this approach consumes most of their allotted time, leaving them with little opportunity for execution. Consequently, rushed attempts to execute their plan lead to structural collapses and unsatisfactory outcomes.

Successful Performers: Kindergarten Students

In contrast, kindergarten students consistently demonstrate remarkable skills in tackling the Marshmallow Challenge. These young learners embody an instinctive and effective approach to problem-solving. Instead of spending excessive time on planning, they opt for an iterative process of building and refining their structure. Through multiple attempts, many of which result in collapse, they gain valuable insights into the problem at hand and continuously improve their solutions.

Key Lessons to Be Learned

The Marshmallow Challenge serves as a powerful tool for highlighting important lessons in prototyping and iterative design. By analyzing the outcomes of this exercise, several key takeaways emerge:

Weighty Assumptions: The Marshmallow Surprise

The Marshmallow Challenge reveals the deceptive weight of the marshmallow, which is often underestimated. Teams that wait until the last minute to place the marshmallow on top, assuming it to be lightweight, frequently witness their structures collapse. This unexpected obstacle underscores the existence of false assumptions in every project, lurking until the final moments. It reminds us to remain vigilant, continually questioning our assumptions and considering potential hidden challenges.

Embracing Iterative Design

The success of kindergarten students in the Marshmallow Challenge highlights the power of iterative design. By embracing a mindset of experimentation and learning from failures, they continuously refine their approach. Startups, too, employ this methodology to swiftly enter the market. They identify the minimum viable product (MVP), which consists of the essential functionalities of their envisioned final product. Through iterative design, they gather feedback, iterate, and gradually enhance their offering.

Conclusion

The Marshmallow Challenge has emerged as a popular team-building exercise that transcends age and professional boundaries. Its simplicity belies the valuable lessons it imparts about teamwork, creativity, and innovation. From the experiences of both business school graduates and kindergarten students, we learn the importance of embracing an iterative design process, questioning assumptions, and continuously refining our approach. By incorporating these insights into our collaborative endeavors, we can foster a culture of innovation and achieve remarkable results as a team.

棉花糖挑戰 - 揭示團隊合作、創意和創新的課程

在團隊建立練習中,棉花糖挑戰已成為一種流行的活動,該活動提供了有關團隊合作、創新和創意的寶貴課程。這種看似簡單的練習,涉及使用有限數量的材料建造最高的結構,已被從幼稚園學生到全球領先公司的高層經理人廣泛接受。通過審視這種挑戰的結果,我們可以洞悉不同組別採用的策略,並為我們自己的合作努力提取有價值的觀點。

棉花糖挑戰的規則

在僅有18分鐘的時間內,每個組別的任務是使用20根意大利麵、一碼膠帶、一碼線和最重要的,一個棉花糖,來構建一個塔。目標是設計和構建一個結構,使其達到最大可能的高度,棉花糖穩健地位於頂部。

對學習到的課程的反思

一個值得注意的見解來源是TED演講,題為“建立塔,建立團隊”。在棉花糖挑戰中的觀察揭示了成功和失敗的團隊表現,揭示了引人入勝的模式和行為。

表現差的組別:商學院畢業生

奇怪的是,商學院的畢業生在棉花糖挑戰中常常難以達到好的結果。這些團隊傾向於投入大量時間來設計一個單一的、精細的計劃。不幸的是,這種方法消耗了他們的大部分時間,使他們幾乎沒有執行的機會。因此,仓促的執行導致結構崩塌和不滿意的結果。

表現好的組別:幼稚園學生

相比之下,幼稚園學生在棉花糖挑戰中一直表現出驚人的技能。這些年輕的學習者體現了直覺性和有效的問題解決方法。他們並沒有花費過多的時間在規劃上,而是選擇了建造和瞭解他們結構的反覆過程。經過多次嘗試,其中有很多都導致崩塌,他們對手頭的問題有了寶貴的見解,並不斷改進他們的解決方案。

需要學習的重要課程

棉花糖挑戰是一個突出原型和迭代設計重要課程的有力工具。通過分析這個練習的結果,有幾個關鍵的要點浮現出來:

重大假設:棉花糖驚喜

棉花糖挑戰揭示了棉花糖的欺騙性質,這通常被低估。等到最後一刻才把棉花糖放在頂部的團隊,常常見證到他們的結構崩塌。這個意想不到的障礙突显出在每一個項目中都存在的錯誤假設,直到最後的時刻才潛伏出來。這提醒我們要保持警覺,時刻質疑我們的假設並考慮可能的潛在挑戰。

擁抱迭代設計

幼稚園學生在棉花糖挑戰中的成功突出了迭代設計的威力。通過擁抱實驗和從失敗中學習的心態,他們不斷改進他們的方法。新興公司也採用了這種方法來迅速進入市場。他們確定了最小可行產品(MVP),這是他們最初產品的基本功能。通過迭代設計,他們收集反饋,反覆嘗試,並逐步提升他們的產品。

結論

棉花糖挑戰已經成為一種流行的團隊建設練習,超越了年齡和專業的界限。其簡單性掩蓋了它關於團隊合作、創新和創意的寶貴課程。從商學院畢業生和幼稚園學生的經歷中,我們學到了擁抱迭代設計過程、質疑假設、並不斷煉製我們的方法的重要性。通過將這些見解融入我們的合作努力中,我們可以培養創新文化,並以團隊的形式取得卓越的成果。

Create An Innovation Strategy with Design Thinking

Thought Machine is a fintech company that builds cloud-native technology to revolutionize core banking and payments. The company was founded in 2014 by a former Google employee, Paul Taylor. Its mission is to eliminate legacy technology from the world's banks in a comprehensive and lasting way. To achieve this, the company is rebuilding the fundamental technologies of banking.

The current situation at Thought Machine is one of rapid growth, as the company expands its offerings and increases its global reach. Innovation is crucial not only for expanding beyond the tier 1 and 2 bank segments with complex deployments, but also for staying ahead of competitors who may develop similar products. To ensure the company's survival and prosperity in the coming decade, an innovation strategy is necessary. Adopting design thinking successfully is a prerequisite for sustained vitality

The innovation strategy involves using design thinking principles to drive innovation within our organization. This means understanding the needs and desires of our banking customers and using that knowledge to create products and services that meet those needs in new and exciting ways. Through this approach, Thought Machine can develop banking products and services that have the potential to disrupt the banking market.

The focus of this innovative initiative is on developing new core banking product features and functionality, exploring new use cases to meet customer needs and remain competitive, improving operational efficiency by reducing cloud hosting costs and CPU resources. As a result of that, we would be increasing market share by capturing a larger market share in APAC, including Singapore, Japan, Korea, Vietnam and Japan, and expanding the number of clients from Europe to the new region. To develop an innovation strategy for my management team at Thought Machine, I would recommend the steps below.

Firstly, we need to identify the greatest pain points of banking customers that Thought Machine can alleviate. In a sales and client-facing environment, backend engineers can speak directly to banking customers and observe them in their offices, rather than sitting in the Thought Machine office and imagining what they want. By conducting user interviews, we can often shatter preconceptions. While our backend engineers may be technology-oriented, my experience of talking to business users in banks has shown that technology is not considered a competitive edge by them. The true pain point is their inability to provide new services to their customers due to the complexity of legacy technology. The focus is not on the technology itself, but on the ability of new technology to enable them to offer new financial services in the market.

After speaking with many banking customers, we have a better understanding of their pain points. Despite the proliferation of cloud infrastructure in the market, most of the world's top retail banks are still running on legacy systems, such as IBM mainframes. Banks are burdened by the old systems they are hard to maintain. Legacy stacks do not support the ways of working needed to rapidly deliver new financial products to customers. Significant time and resources are wasted because the old services are tightly coupled, introducing the risk of cascading issues. Moreover, the banking industry is highly regulated, and senior management of banks are often unwilling to take risks and make changes, as they are concerned about reputation damage.

After identifying the pain point, we can use divergent thinking to brainstorm ideas and apply design thinking principles for prototyping and testing. The best way to maintain momentum is to get code into the hands of banking users as quickly as possible. This will help determine whether the solution has potential or not and, if so, what needs to be done to enhance it. The goal of prototyping is not to achieve perfection, but to create something good enough to take to customers and gather feedback. For instance, instead of requesting a high-risk big bang migration of their existing core banking system, banks could conduct a parallel run and move only a portion of new products in our platform to test our solutions.

There are different types of innovation outcomes we could pursue, and the one we have chosen is radical innovation, which requires new technical competencies while leveraging our existing business model. In today's world, banks are still using legacy technology on mainframes in on-premises data centers, while our cloud-native core banking product transforms the infrastructure. Our innovations include product innovation, where we offer high configurability and a single source of truth for data and real-time reporting. The new features and functionality we explore will enable banks to achieve something new in the market, meet customer needs, and stay competitive.

Additionally, our new technology can provide process innovation benefits to the banks, including lower costs and higher levels of agility than legacy core systems using mainframe technology. The operational processes would be more efficient because the banks would not need to hire developers to write legacy programming languages such as Pascal or Cobol. Additionally, hosting costs would be much lower than with legacy mainframe systems. As for business model innovation, we can leverage our existing licensing model, and we are also exploring strategic partnerships to increase our market share. However, the extent of our expansion is constrained by factors such as regulatory requirements and legal compliance.

Furthermore, I need to foster a culture of innovation by encouraging experimentation rather than relying solely on PowerPoint presentations. I should create an environment where employees feel empowered to take risks and think creatively. Collaborating with partners in the fintech ecosystem could help us create innovative solutions that meet the needs of our banking customers.

I can measure the success of our innovation efforts by tracking key performance indicators such as customer satisfaction ratings and feedback on how easily our product accommodates most of the bank use cases and payment needs out of the box. I can also compare the number of new features developed and released to the usage and adoption rates for the client's implementation.

Another KPI would be the return on investment, which would be reflected in a low cost-to-income ratio compared to our peers. We can achieve this by leveraging our cloud-native architecture, for example, by reducing hosting costs and CPU resource usage. I should also track revenue growth by monitoring the number of high-quality banks that sign up with us, including the number of new clients acquired, the amount of license revenue generated per client, and our market share in the APAC region compared to our competitors.

To lead, manage, and inspire innovation in Thought Machine, I would recommend the following actions. Firstly, I would lead by example by fostering a culture of innovation and taking risks myself, such as open to feedback and conduct brownbag sharing sessions for failure lesson learnt. I would also empower other employees to take risks and think creatively by providing them with the necessary resources and support to innovate, such as using recognitions, rewards, promotion and bonus as the incentive. I would encourage collaboration both within and outside the organization to drive innovation, by breaking down the silos and conducting role rotation. I would recognize and reward employees who come up with innovative ideas and solutions, celebrate our successes and use them as inspiration for further innovation.

The implementation of an innovation strategy may face some potential challenges and risks, including employee resistance to change, with most employees unwilling to take risks or think creatively. Without a communication plan, employees would feel uncomfortable sharing their concerns and questions about the changes. Without explaining the why on a change is necessary, employees would be confused about the purpose of the changes. To make things worse, without proper training and support on change management, there are no effective ways to alleviate concerns and increase confidence in new processes and new technologies introduced. Change would fail to be implemented without buy-in and taking ownership of the changes.

Innovation requires resources, but there is a shortage of funding and other human resources to support innovation efforts. Additionally, undervaluing and underinvesting in the human aspect of innovation is another common barrier. Our top management often put the best technical people in charge rather than the best leaders. These technically oriented managers then mistakenly assume that good ideas will speak for themselves, so they neglect external communication. They also prioritize tasks over relationships, missing opportunities to enhance the team chemistry necessary to turn undeveloped concepts into useful innovations.

Moreover, teams dedicated to innovation initiatives often face conflicts with the rest of the organization. As a client engineering manager, I am responsible for my team's ongoing operations and sometimes may hear feedback about the innovation team as unproductive, while the innovation team may dismiss the operations team as bureaucratic. It is common to separate the two groups, but it is problematic when a group is asked to innovate in isolation. Nurturing a healthy partnership can be challenging. Conflicts between innovation initiatives and ongoing operations are normal and can easily escalate. Tensions can turn into rivalries, which in turn can lead to hostilities and office politics, ultimately leading to a negative impact on Thought Machine’s long-term viability.

To manage these challenges and risks, we could implement the following strategies. To overcome resistance to change, we should create a communication plan to explain the "why" and the benefits of innovation to all employees and help them understand how it can benefit both the organization and them. We should not neglect communication and relationship building outside of the team. Innovators cannot work in isolation if we want our ideas to be successful. We must build a coalition of supporters who will provide cover for the project, speak up for them in meetings, and sponsor the innovation to move into the next stages.

Furthermore, selecting the right individuals and establishing new working relationships are fundamental steps in building an effective innovation team. Having a diverse background, including outsiders, can be beneficial as outsiders naturally challenge assumptions since their biases and instincts are rooted in their previous experiences.

As a leader, it is important for me to address conflicts by continuously reinforcing a relationship of mutual respect. The differences between the operation team and innovation team may be significant. As a client engineering manager, the performance metrics for the operation team are focused on efficiency, accountability, timeliness, adherence to budget, and meeting client requirements. In every project, our approach is to make every task, process, and activity as repeatable and predictable as possible to ensure project success. However, the key performance indicator (KPI) for the innovation team should be the opposite. Innovative initiatives are by nature non-routine and uncertain. These incompatibilities can create conflicting dynamics. To manage these challenges, we should align our innovation efforts with the priorities of Thought Machine and ensure they are consistent with our overall strategy. Additionally, we should celebrate our successes and use them as inspiration for further innovation.

A proposed action plan for fostering innovation within the organization would be to establish an innovation team, where employees can experiment with new ideas and test new products and services. This would be staffed with a dedicated group of business analysts and engineers who can closely collaborate with banking clients to develop and prototype new ideas. The innovation team would be a sub-division within my client service department, with minimal overhead and more control and accountability within my team, allowing for investment in the success of the initiative. A senior engineer would take on a dual role as the subject matter expert, which would keep them engaged and challenged. As they have existing strong relationships within the same office as other teams, they can communicate effectively. The team would conduct user research on new core banking features, develop tooling to lower costs, and support the sales team in securing new deals in APAC. The team would also introduce design thinking culture to the wider company.

The team is sponsored by the Chief Operating Officer (COO) and led by the product manager who is responsible for communicating goals and priorities. The team consists of a cross-functional team with the following main roles: 3 Senior Engineers for product development who are responsible for the quality of its technical outcomes, 2 Business Analysts for requirement gathering, and 1 Architect for the design of the platform. The amount of time they dedicate in a year is broken down below (assuming 260 working days in a year): Product manager: 200 man-days (77% per year), Architect: 100 man-days (38% per year), Business Analyst: 250 man-days (48% per year per person), and Engineers: 400 man-days (51% per year per person). This would be a significant amount of time commitment and may require them to be fully focused and remove distractions.

In terms of funding, a total investment of SGD $1,566,250 is needed for these initiatives to cover the cost of resources for forming the innovation team. The breakdown is as follows: Product manager - 200 days x $1680 daily rate = $336,000, Architect - 100 days x $2100 daily rate = $210,000, Business Analyst - 250 days x $1505 daily rate = $376,250, Engineer - 400 days x $1610 daily rate = $644,000. Operational costs are not included because they will be taken from the normal budget and no additional funding will be required for this initiative.

There are several existing assets present in Thought Machine that we could leverage on. Firstly, we have technical capabilities on the product development team, with experienced developers and product managers. We have been building and scaling cloud-native core banking products for nine years. This technical expertise is essential for developing new features and functionality. Secondly, we have existing relationships with banks and our customer base, who can provide insights into their existing hosting costs compared to the new solution we provide. The financial resources from the bank are secure and significant, allowing us to support and invest in our product research. Thirdly, we have existing partnership engagements, such as Google Cloud and Microsoft Azure, that can support our efforts to expand in the APAC region and leverage our brand reputation in the market. Implementation partners, such as Accenture, would also help us to attract new clients.

There are four phases of activities. In the first phase, a 2-week workshop will be conducted to define the scope and problem statement using "How Might We" technique, set objectives, brainstorm ideas with divergent thinking, and identify key target users. The team will conduct user research and interviews to understand the customers in APAC regions, create a user journey map and persona, and identify their needs and pain points. The insights gathered will then be synthesized to identify solutions.

In the second phase, there will be an eight-week proof of concept (POC) period. This involves exploring and prototyping new ideas for new core banking product features, as well as proving their usability. Real-world scenario testing will be conducted to validate the feasibility and effectiveness of these new features.

In the third phase, it will take six weeks to build the minimum viable product (MVP). The architecture design will focus on finding ways to lower cloud hosting costs and CPU utilization. The team will analyze the data and identify areas of improvement. They will reach out to partners in the APAC region to explore sales opportunities with digital banks and traditional banks. The team will communicate with key stakeholders and select tools, such as chatbots, for implementing the new product features. The MVP will include a basic version of the product with essential features to meet customer needs and address pain points. The team will lower hosting costs by shutting down underutilized resources, developing tools for auto-scaling resources, and validating assumptions. They will open an office in the new region and actively participate in networking events with partners, focusing on feedback and improving with each iteration.

In the final phase, there will be a 3-month pilot launch. The team will soft launch the product features to a selected group of clients to collect user feedback for product improvement. The team will analyze the problems encountered by the clients and make necessary adjustments. The team will also recalculate the cloud hosting cost estimation using the new data, monitor performance, and reliability in the real-world environment. The team will then sign the legal contract for closing deals with new clients. Finally, the team will evaluate the success and desired outcomes of the pilot launch.

In conclusion, Thought Machine's innovative strategy outlined in this plan is aimed at addressing key pain points of customers and positioning the company for growth in the APAC region. With a focus on user-centric design and strategic partnerships, Thought Machine aims to build a cutting-edge core banking product that provides a competitive advantage in the market. The plan proposes a structured approach to innovation, with four distinct phases aimed at identifying opportunities, testing solutions, and launching a minimum viable product. By dedicating significant resources to this effort and actively engaging with key stakeholders, Thought Machine can create a product that meets the evolving needs of customers in the region, expand our customer base, and drive significant growth in the coming years. The management team should carefully consider the recommendations outlined in this plan and take the necessary steps to implement them effectively, which is the key to beating competitors. Disrupt or be disrupted.

Create An Innovation Strategy with Design Thinking

Thought Machine is a fintech company that builds cloud-native technology to revolutionize core banking and payments. The company was founded in 2014 by a former Google employee, Paul Taylor. Its mission is to eliminate legacy technology from the world's banks in a comprehensive and lasting way. To achieve this, the company is rebuilding the fundamental technologies of banking.

The current situation at Thought Machine is one of rapid growth, as the company expands its offerings and increases its global reach. Innovation is crucial not only for expanding beyond the tier 1 and 2 bank segments with complex deployments, but also for staying ahead of competitors who may develop similar products. To ensure the company's survival and prosperity in the coming decade, an innovation strategy is necessary. Adopting design thinking successfully is a prerequisite for sustained vitality

The innovation strategy involves using design thinking principles to drive innovation within our organization. This means understanding the needs and desires of our banking customers and using that knowledge to create products and services that meet those needs in new and exciting ways. Through this approach, Thought Machine can develop banking products and services that have the potential to disrupt the banking market.

The focus of this innovative initiative is on developing new core banking product features and functionality, exploring new use cases to meet customer needs and remain competitive, improving operational efficiency by reducing cloud hosting costs and CPU resources. As a result of that, we would be increasing market share by capturing a larger market share in APAC, including Singapore, Japan, Korea, Vietnam and Japan, and expanding the number of clients from Europe to the new region. To develop an innovation strategy for my management team at Thought Machine, I would recommend the steps below.

Firstly, we need to identify the greatest pain points of banking customers that Thought Machine can alleviate. In a sales and client-facing environment, backend engineers can speak directly to banking customers and observe them in their offices, rather than sitting in the Thought Machine office and imagining what they want. By conducting user interviews, we can often shatter preconceptions. While our backend engineers may be technology-oriented, my experience of talking to business users in banks has shown that technology is not considered a competitive edge by them. The true pain point is their inability to provide new services to their customers due to the complexity of legacy technology. The focus is not on the technology itself, but on the ability of new technology to enable them to offer new financial services in the market.

After speaking with many banking customers, we have a better understanding of their pain points. Despite the proliferation of cloud infrastructure in the market, most of the world's top retail banks are still running on legacy systems, such as IBM mainframes. Banks are burdened by the old systems they are hard to maintain. Legacy stacks do not support the ways of working needed to rapidly deliver new financial products to customers. Significant time and resources are wasted because the old services are tightly coupled, introducing the risk of cascading issues. Moreover, the banking industry is highly regulated, and senior management of banks are often unwilling to take risks and make changes, as they are concerned about reputation damage.

After identifying the pain point, we can use divergent thinking to brainstorm ideas and apply design thinking principles for prototyping and testing. The best way to maintain momentum is to get code into the hands of banking users as quickly as possible. This will help determine whether the solution has potential or not and, if so, what needs to be done to enhance it. The goal of prototyping is not to achieve perfection, but to create something good enough to take to customers and gather feedback. For instance, instead of requesting a high-risk big bang migration of their existing core banking system, banks could conduct a parallel run and move only a portion of new products in our platform to test our solutions.

There are different types of innovation outcomes we could pursue, and the one we have chosen is radical innovation, which requires new technical competencies while leveraging our existing business model. In today's world, banks are still using legacy technology on mainframes in on-premises data centers, while our cloud-native core banking product transforms the infrastructure. Our innovations include product innovation, where we offer high configurability and a single source of truth for data and real-time reporting. The new features and functionality we explore will enable banks to achieve something new in the market, meet customer needs, and stay competitive.

Additionally, our new technology can provide process innovation benefits to the banks, including lower costs and higher levels of agility than legacy core systems using mainframe technology. The operational processes would be more efficient because the banks would not need to hire developers to write legacy programming languages such as Pascal or Cobol. Additionally, hosting costs would be much lower than with legacy mainframe systems. As for business model innovation, we can leverage our existing licensing model, and we are also exploring strategic partnerships to increase our market share. However, the extent of our expansion is constrained by factors such as regulatory requirements and legal compliance.

Furthermore, I need to foster a culture of innovation by encouraging experimentation rather than relying solely on PowerPoint presentations. I should create an environment where employees feel empowered to take risks and think creatively. Collaborating with partners in the fintech ecosystem could help us create innovative solutions that meet the needs of our banking customers.

I can measure the success of our innovation efforts by tracking key performance indicators such as customer satisfaction ratings and feedback on how easily our product accommodates most of the bank use cases and payment needs out of the box. I can also compare the number of new features developed and released to the usage and adoption rates for the client's implementation.

Another KPI would be the return on investment, which would be reflected in a low cost-to-income ratio compared to our peers. We can achieve this by leveraging our cloud-native architecture, for example, by reducing hosting costs and CPU resource usage. I should also track revenue growth by monitoring the number of high-quality banks that sign up with us, including the number of new clients acquired, the amount of license revenue generated per client, and our market share in the APAC region compared to our competitors.

To lead, manage, and inspire innovation in Thought Machine, I would recommend the following actions. Firstly, I would lead by example by fostering a culture of innovation and taking risks myself, such as open to feedback and conduct brownbag sharing sessions for failure lesson learnt. I would also empower other employees to take risks and think creatively by providing them with the necessary resources and support to innovate, such as using recognitions, rewards, promotion and bonus as the incentive. I would encourage collaboration both within and outside the organization to drive innovation, by breaking down the silos and conducting role rotation. I would recognize and reward employees who come up with innovative ideas and solutions, celebrate our successes and use them as inspiration for further innovation.

The implementation of an innovation strategy may face some potential challenges and risks, including employee resistance to change, with most employees unwilling to take risks or think creatively. Without a communication plan, employees would feel uncomfortable sharing their concerns and questions about the changes. Without explaining the why on a change is necessary, employees would be confused about the purpose of the changes. To make things worse, without proper training and support on change management, there are no effective ways to alleviate concerns and increase confidence in new processes and new technologies introduced. Change would fail to be implemented without buy-in and taking ownership of the changes.

Innovation requires resources, but there is a shortage of funding and other human resources to support innovation efforts. Additionally, undervaluing and underinvesting in the human aspect of innovation is another common barrier. Our top management often put the best technical people in charge rather than the best leaders. These technically oriented managers then mistakenly assume that good ideas will speak for themselves, so they neglect external communication. They also prioritize tasks over relationships, missing opportunities to enhance the team chemistry necessary to turn undeveloped concepts into useful innovations.

Moreover, teams dedicated to innovation initiatives often face conflicts with the rest of the organization. As a client engineering manager, I am responsible for my team's ongoing operations and sometimes may hear feedback about the innovation team as unproductive, while the innovation team may dismiss the operations team as bureaucratic. It is common to separate the two groups, but it is problematic when a group is asked to innovate in isolation. Nurturing a healthy partnership can be challenging. Conflicts between innovation initiatives and ongoing operations are normal and can easily escalate. Tensions can turn into rivalries, which in turn can lead to hostilities and office politics, ultimately leading to a negative impact on Thought Machine’s long-term viability.

To manage these challenges and risks, we could implement the following strategies. To overcome resistance to change, we should create a communication plan to explain the "why" and the benefits of innovation to all employees and help them understand how it can benefit both the organization and them. We should not neglect communication and relationship building outside of the team. Innovators cannot work in isolation if we want our ideas to be successful. We must build a coalition of supporters who will provide cover for the project, speak up for them in meetings, and sponsor the innovation to move into the next stages.

Furthermore, selecting the right individuals and establishing new working relationships are fundamental steps in building an effective innovation team. Having a diverse background, including outsiders, can be beneficial as outsiders naturally challenge assumptions since their biases and instincts are rooted in their previous experiences.

As a leader, it is important for me to address conflicts by continuously reinforcing a relationship of mutual respect. The differences between the operation team and innovation team may be significant. As a client engineering manager, the performance metrics for the operation team are focused on efficiency, accountability, timeliness, adherence to budget, and meeting client requirements. In every project, our approach is to make every task, process, and activity as repeatable and predictable as possible to ensure project success. However, the key performance indicator (KPI) for the innovation team should be the opposite. Innovative initiatives are by nature non-routine and uncertain. These incompatibilities can create conflicting dynamics. To manage these challenges, we should align our innovation efforts with the priorities of Thought Machine and ensure they are consistent with our overall strategy. Additionally, we should celebrate our successes and use them as inspiration for further innovation.

A proposed action plan for fostering innovation within the organization would be to establish an innovation team, where employees can experiment with new ideas and test new products and services. This would be staffed with a dedicated group of business analysts and engineers who can closely collaborate with banking clients to develop and prototype new ideas. The innovation team would be a sub-division within my client service department, with minimal overhead and more control and accountability within my team, allowing for investment in the success of the initiative. A senior engineer would take on a dual role as the subject matter expert, which would keep them engaged and challenged. As they have existing strong relationships within the same office as other teams, they can communicate effectively. The team would conduct user research on new core banking features, develop tooling to lower costs, and support the sales team in securing new deals in APAC. The team would also introduce design thinking culture to the wider company.

The team is sponsored by the Chief Operating Officer (COO) and led by the product manager who is responsible for communicating goals and priorities. The team consists of a cross-functional team with the following main roles: 3 Senior Engineers for product development who are responsible for the quality of its technical outcomes, 2 Business Analysts for requirement gathering, and 1 Architect for the design of the platform. The amount of time they dedicate in a year is broken down below (assuming 260 working days in a year): Product manager: 200 man-days (77% per year), Architect: 100 man-days (38% per year), Business Analyst: 250 man-days (48% per year per person), and Engineers: 400 man-days (51% per year per person). This would be a significant amount of time commitment and may require them to be fully focused and remove distractions.

In terms of funding, a total investment of SGD $1,566,250 is needed for these initiatives to cover the cost of resources for forming the innovation team. The breakdown is as follows: Product manager - 200 days x $1680 daily rate = $336,000, Architect - 100 days x $2100 daily rate = $210,000, Business Analyst - 250 days x $1505 daily rate = $376,250, Engineer - 400 days x $1610 daily rate = $644,000. Operational costs are not included because they will be taken from the normal budget and no additional funding will be required for this initiative.

There are several existing assets present in Thought Machine that we could leverage on. Firstly, we have technical capabilities on the product development team, with experienced developers and product managers. We have been building and scaling cloud-native core banking products for nine years. This technical expertise is essential for developing new features and functionality. Secondly, we have existing relationships with banks and our customer base, who can provide insights into their existing hosting costs compared to the new solution we provide. The financial resources from the bank are secure and significant, allowing us to support and invest in our product research. Thirdly, we have existing partnership engagements, such as Google Cloud and Microsoft Azure, that can support our efforts to expand in the APAC region and leverage our brand reputation in the market. Implementation partners, such as Accenture, would also help us to attract new clients.

There are four phases of activities. In the first phase, a 2-week workshop will be conducted to define the scope and problem statement using "How Might We" technique, set objectives, brainstorm ideas with divergent thinking, and identify key target users. The team will conduct user research and interviews to understand the customers in APAC regions, create a user journey map and persona, and identify their needs and pain points. The insights gathered will then be synthesized to identify solutions.

In the second phase, there will be an eight-week proof of concept (POC) period. This involves exploring and prototyping new ideas for new core banking product features, as well as proving their usability. Real-world scenario testing will be conducted to validate the feasibility and effectiveness of these new features.

In the third phase, it will take six weeks to build the minimum viable product (MVP). The architecture design will focus on finding ways to lower cloud hosting costs and CPU utilization. The team will analyze the data and identify areas of improvement. They will reach out to partners in the APAC region to explore sales opportunities with digital banks and traditional banks. The team will communicate with key stakeholders and select tools, such as chatbots, for implementing the new product features. The MVP will include a basic version of the product with essential features to meet customer needs and address pain points. The team will lower hosting costs by shutting down underutilized resources, developing tools for auto-scaling resources, and validating assumptions. They will open an office in the new region and actively participate in networking events with partners, focusing on feedback and improving with each iteration.

In the final phase, there will be a 3-month pilot launch. The team will soft launch the product features to a selected group of clients to collect user feedback for product improvement. The team will analyze the problems encountered by the clients and make necessary adjustments. The team will also recalculate the cloud hosting cost estimation using the new data, monitor performance, and reliability in the real-world environment. The team will then sign the legal contract for closing deals with new clients. Finally, the team will evaluate the success and desired outcomes of the pilot launch.

In conclusion, Thought Machine's innovative strategy outlined in this plan is aimed at addressing key pain points of customers and positioning the company for growth in the APAC region. With a focus on user-centric design and strategic partnerships, Thought Machine aims to build a cutting-edge core banking product that provides a competitive advantage in the market. The plan proposes a structured approach to innovation, with four distinct phases aimed at identifying opportunities, testing solutions, and launching a minimum viable product. By dedicating significant resources to this effort and actively engaging with key stakeholders, Thought Machine can create a product that meets the evolving needs of customers in the region, expand our customer base, and drive significant growth in the coming years. The management team should carefully consider the recommendations outlined in this plan and take the necessary steps to implement them effectively, which is the key to beating competitors. Disrupt or be disrupted.