Top LinkedIn Content on Digital Workplace Innovations

AI Architect | AI Engineer | Generative AI | Agentic AI

708,634 followers 11mo

Building AI agents that can ð˜ð—µð—¶ð—»ð—¸, ð—¿ð—²ð—®ð˜€ð—¼ð—», ð—®ð—»ð—± ð—®ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—² ð˜ð—®ð˜€ð—¸ð˜€ efficiently requires a well-structured approach. Without a systematic process, AI can become unpredictable and inefficient.Â Thatâ€™s why Iâ€™ve broken it down into a ðŸðŸ¬-ð˜€ð˜ð—²ð—½ ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ that ensures AI agents can: âœ… Process user inputs effectivelyÂ Â âœ… Retrieve relevant context & memoryÂ Â âœ… Plan, execute, and automate tasksÂ Â âœ… Learn & improve through self-reflectionÂ ð—§ð—µð—² ðŸðŸ¬-ð—¦ð˜ð—²ð—½ ð—£ð—¿ð—¼ð—°ð—²ð˜€ð˜€: ð—›ð—¼ð˜„ ð—”ð—œ ð—”ð—´ð—²ð—»ð˜ð˜€ ð—ªð—¼ð—¿ð—¸Â Â ðŸ. ð—œð—»ð—½ð˜‚ð˜ ð—¥ð—²ð—°ð—²ð—½ð˜ð—¶ð—¼ð—» â€“ Captures user queries, system requests, and sensor data.Â Â ðŸ®. ð—–ð—¼ð—»ð˜ð—²ð˜…ð˜ ð—”ð˜„ð—®ð—¿ð—²ð—»ð—²ð˜€ð˜€ & ð— ð—²ð—ºð—¼ð—¿ð˜† ð—¥ð—²ð˜ð—¿ð—¶ð—²ð˜ƒð—®ð—¹ â€“ Uses short-term & long-term memory, plus RAG & vector databases for better recall.Â Â ðŸ¯. ð—¨ð—»ð—±ð—²ð—¿ð˜€ð˜ð—®ð—»ð—±ð—¶ð—»ð—´ & ð—¥ð—²ð—®ð˜€ð—¼ð—»ð—¶ð—»ð—´ â€“ Extracts key entities & patterns, using Chain-of-Thought for logical reasoning.Â Â ðŸ°. ð—šð—¼ð—®ð—¹ ð—¦ð—²ð˜ð˜ð—¶ð—»ð—´ & ð—§ð—®ð˜€ð—¸ ð—£ð—¿ð—¶ð—¼ð—¿ð—¶ð˜ð—¶ð˜‡ð—®ð˜ð—¶ð—¼ð—» â€“ Defines objectives, breaks them into steps, and optimizes execution strategy.Â Â ðŸ±. ð—£ð—¹ð—®ð—»ð—»ð—¶ð—»ð—´ ð—˜ð˜…ð—²ð—°ð˜‚ð˜ð—¶ð—¼ð—» ð—¦ð˜ð—²ð—½ð˜€ â€“ Uses ð—›ð—¶ð—²ð—¿ð—®ð—¿ð—°ð—µð—¶ð—°ð—®ð—¹ ð—§ð—®ð˜€ð—¸ ð—£ð—¹ð—®ð—»ð—»ð—¶ð—»ð—´ (ð—›ð—§ð—£) to organize and adapt workflows dynamically.Â Â ðŸ². ð—¦ð—²ð—¹ð—²ð—°ð˜ð—¶ð—»ð—´ & ð—¨ð˜€ð—¶ð—»ð—´ ð—˜ð˜…ð˜ð—²ð—¿ð—»ð—®ð—¹ ð—§ð—¼ð—¼ð—¹ð˜€ â€“ Calls APIs, automates processes, and integrates external AI models when needed.Â Â ðŸ³. ð—”ð—°ð˜ð—¶ð—¼ð—» ð—˜ð˜…ð—²ð—°ð˜‚ð˜ð—¶ð—¼ð—» & ð—”ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—¶ð—¼ð—» â€“ Executes tasks autonomously, handles errors, and collaborates with multiple agents.Â Â ðŸ´. ð—–ð—¼ð—»ð˜ð—¶ð—»ð˜‚ð—¼ð˜‚ð˜€ ð— ð—¼ð—»ð—¶ð˜ð—¼ð—¿ð—¶ð—»ð—´ & ð—¦ð—²ð—¹ð—³-ð—¥ð—²ð—³ð—¹ð—²ð—°ð˜ð—¶ð—¼ð—» â€“ Tracks execution quality and refines tasks in real-time. ðŸµ. ð—Ÿð—²ð—®ð—¿ð—»ð—¶ð—»ð—´ & ð—”ð—±ð—®ð—½ð˜ð—®ð˜ð—¶ð—¼ð—» â€“ Uses feedback loops to improve efficiency and optimize performance.Â Â ðŸðŸ¬. ð—™ð—¶ð—»ð—®ð—¹ ð—¢ð˜‚ð˜ð—½ð˜‚ð˜ & ð—¡ð—²ð˜…ð˜ ð—¦ð˜ð—²ð—½ð˜€ â€“ Delivers results, logs improvements, and suggests future optimizations.Â A well-structured AI agent can ð—¿ð—²ð—±ð˜‚ð—°ð—² ð—²ð—¿ð—¿ð—¼ð—¿ð˜€, ð—¶ð—ºð—½ð—¿ð—¼ð˜ƒð—² ð—±ð—²ð—°ð—¶ð˜€ð—¶ð—¼ð—»-ð—ºð—®ð—¸ð—¶ð—»ð—´, ð—®ð—»ð—± ð—®ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—² ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ð˜€ ð—²ð—³ð—³ð—¶ð—°ð—¶ð—²ð—»ð˜ð—¹ð˜†. This is essential for applications in ð—°ð˜‚ð˜€ð˜ð—¼ð—ºð—²ð—¿ ð˜€ð—²ð—¿ð˜ƒð—¶ð—°ð—², ð—±ð—®ð˜ð—® ð—®ð—»ð—®ð—¹ð˜†ð˜€ð—¶ð˜€, ð—³ð—¶ð—»ð—®ð—»ð—°ð—¶ð—®ð—¹ ð—ºð—¼ð—±ð—²ð—¹ð—¶ð—»ð—´, ð—®ð—»ð—± ð—¯ð—²ð˜†ð—¼ð—»ð—±.Â ð—ªð—µð—®ð˜â€™ð˜€ ð˜†ð—¼ð˜‚ð—¿ ð—²ð˜…ð—½ð—²ð—¿ð—¶ð—²ð—»ð—°ð—² ð—¶ð—» ð˜€ð˜ð—¿ð˜‚ð—°ð˜ð˜‚ð—¿ð—¶ð—»ð—´ ð—”ð—œ ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ð˜€?

Brij kishore Pandey

AI Architect | AI Engineer | Generative AI | Agentic AI

Building AI agents that can ð˜ð—µð—¶ð—»ð—¸, ð—¿ð—²ð—®ð˜€ð—¼ð—», ð—®ð—»ð—± ð—®ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—² ð˜ð—®ð˜€ð—¸ð˜€ efficiently requires a well-structured approach. Without a systematic process, AI can become unpredictable and inefficient.Â Thatâ€™s why Iâ€™ve broken it down into a ðŸðŸ¬-ð˜€ð˜ð—²ð—½ ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ that ensures AI agents can: âœ… Process user inputs effectivelyÂ Â âœ… Retrieve relevant context & memoryÂ Â âœ… Plan, execute, and automate tasksÂ Â âœ… Learn & improve through self-reflectionÂ ð—§ð—µð—² ðŸðŸ¬-ð—¦ð˜ð—²ð—½ ð—£ð—¿ð—¼ð—°ð—²ð˜€ð˜€: ð—›ð—¼ð˜„ ð—”ð—œ ð—”ð—´ð—²ð—»ð˜ð˜€ ð—ªð—¼ð—¿ð—¸Â Â ðŸ. ð—œð—»ð—½ð˜‚ð˜ ð—¥ð—²ð—°ð—²ð—½ð˜ð—¶ð—¼ð—» â€“ Captures user queries, system requests, and sensor data.Â Â ðŸ®. ð—–ð—¼ð—»ð˜ð—²ð˜…ð˜ ð—”ð˜„ð—®ð—¿ð—²ð—»ð—²ð˜€ð˜€ & ð— ð—²ð—ºð—¼ð—¿ð˜† ð—¥ð—²ð˜ð—¿ð—¶ð—²ð˜ƒð—®ð—¹ â€“ Uses short-term & long-term memory, plus RAG & vector databases for better recall.Â Â ðŸ¯. ð—¨ð—»ð—±ð—²ð—¿ð˜€ð˜ð—®ð—»ð—±ð—¶ð—»ð—´ & ð—¥ð—²ð—®ð˜€ð—¼ð—»ð—¶ð—»ð—´ â€“ Extracts key entities & patterns, using Chain-of-Thought for logical reasoning.Â Â ðŸ°. ð—šð—¼ð—®ð—¹ ð—¦ð—²ð˜ð˜ð—¶ð—»ð—´ & ð—§ð—®ð˜€ð—¸ ð—£ð—¿ð—¶ð—¼ð—¿ð—¶ð˜ð—¶ð˜‡ð—®ð˜ð—¶ð—¼ð—» â€“ Defines objectives, breaks them into steps, and optimizes execution strategy.Â Â ðŸ±. ð—£ð—¹ð—®ð—»ð—»ð—¶ð—»ð—´ ð—˜ð˜…ð—²ð—°ð˜‚ð˜ð—¶ð—¼ð—» ð—¦ð˜ð—²ð—½ð˜€ â€“ Uses ð—›ð—¶ð—²ð—¿ð—®ð—¿ð—°ð—µð—¶ð—°ð—®ð—¹ ð—§ð—®ð˜€ð—¸ ð—£ð—¹ð—®ð—»ð—»ð—¶ð—»ð—´ (ð—›ð—§ð—£) to organize and adapt workflows dynamically.Â Â ðŸ². ð—¦ð—²ð—¹ð—²ð—°ð˜ð—¶ð—»ð—´ & ð—¨ð˜€ð—¶ð—»ð—´ ð—˜ð˜…ð˜ð—²ð—¿ð—»ð—®ð—¹ ð—§ð—¼ð—¼ð—¹ð˜€ â€“ Calls APIs, automates processes, and integrates external AI models when needed.Â Â ðŸ³. ð—”ð—°ð˜ð—¶ð—¼ð—» ð—˜ð˜…ð—²ð—°ð˜‚ð˜ð—¶ð—¼ð—» & ð—”ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—¶ð—¼ð—» â€“ Executes tasks autonomously, handles errors, and collaborates with multiple agents.Â Â ðŸ´. ð—–ð—¼ð—»ð˜ð—¶ð—»ð˜‚ð—¼ð˜‚ð˜€ ð— ð—¼ð—»ð—¶ð˜ð—¼ð—¿ð—¶ð—»ð—´ & ð—¦ð—²ð—¹ð—³-ð—¥ð—²ð—³ð—¹ð—²ð—°ð˜ð—¶ð—¼ð—» â€“ Tracks execution quality and refines tasks in real-time. ðŸµ. ð—Ÿð—²ð—®ð—¿ð—»ð—¶ð—»ð—´ & ð—”ð—±ð—®ð—½ð˜ð—®ð˜ð—¶ð—¼ð—» â€“ Uses feedback loops to improve efficiency and optimize performance.Â Â ðŸðŸ¬. ð—™ð—¶ð—»ð—®ð—¹ ð—¢ð˜‚ð˜ð—½ð˜‚ð˜ & ð—¡ð—²ð˜…ð˜ ð—¦ð˜ð—²ð—½ð˜€ â€“ Delivers results, logs improvements, and suggests future optimizations.Â A well-structured AI agent can ð—¿ð—²ð—±ð˜‚ð—°ð—² ð—²ð—¿ð—¿ð—¼ð—¿ð˜€, ð—¶ð—ºð—½ð—¿ð—¼ð˜ƒð—² ð—±ð—²ð—°ð—¶ð˜€ð—¶ð—¼ð—»-ð—ºð—®ð—¸ð—¶ð—»ð—´, ð—®ð—»ð—± ð—®ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—² ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ð˜€ ð—²ð—³ð—³ð—¶ð—°ð—¶ð—²ð—»ð˜ð—¹ð˜†. This is essential for applications in ð—°ð˜‚ð˜€ð˜ð—¼ð—ºð—²ð—¿ ð˜€ð—²ð—¿ð˜ƒð—¶ð—°ð—², ð—±ð—®ð˜ð—® ð—®ð—»ð—®ð—¹ð˜†ð˜€ð—¶ð˜€, ð—³ð—¶ð—»ð—®ð—»ð—°ð—¶ð—®ð—¹ ð—ºð—¼ð—±ð—²ð—¹ð—¶ð—»ð—´, ð—®ð—»ð—± ð—¯ð—²ð˜†ð—¼ð—»ð—±.Â ð—ªð—µð—®ð˜â€™ð˜€ ð˜†ð—¼ð˜‚ð—¿ ð—²ð˜…ð—½ð—²ð—¿ð—¶ð—²ð—»ð—°ð—² ð—¶ð—» ð˜€ð˜ð—¿ð˜‚ð—°ð˜ð˜‚ð—¿ð—¶ð—»ð—´ ð—”ð—œ ð˜„ð—¼ð—¿ð—¸ð—³ð—¹ð—¼ð˜„ð˜€?

30 Comments

Sarah Ghanem

Automation & AI Program Manager | Enterprise Intelligent Automation | COE Governance | 13+ Years Digital Transformation

32,318 followers 1y

Automation is transforming the way we work, but not all automation is the same! Letâ€™s break it down in simple terms with real-world examples. RPA (Robotic Process Automation) Mimics human actions on a screen (clicking, typing, copying). Best for repetitive, rule-based tasks. Example: A bot logs into an email, downloads invoices, and enters data into an ERP system. Intelligent Automation (IA) RPA + AI capabilities (OCR, NLP, Machine Learning). Can handle semi-structured and unstructured data. Example: An AI-powered bot extracts data from scanned invoices (OCR) and classifies them before processing payments. Â API Automation Connects software directly without using a UI. Faster and more reliable than RPA. Requires coding knowledge to set up API calls. Example: An API automatically updates customer records in a CRM when a new order is placedâ€”without a bot clicking anything! Why Combine RPA + API? RPA is great for legacy systems that donâ€™t support APIs, while APIs make automation faster and more reliable. Example: A bot logs into an old accounting system, extracts customer data, and then uses an API to update a modern CRMâ€”best of both worlds! Â Â AI Agents Autonomous, learns from interactions, and makes decisions. Works with structured and unstructured data. Example: An AI-powered assistant understands customer queries, learns from past interactions, and automatically books meetings. For more insights on automation, subscribe to my newsletter ðŸ‘‰ https://lnkd.in/dpqw4WtS

Sarah Ghanem

Automation & AI Program Manager | Enterprise Intelligent Automation | COE Governance | 13+ Years Digital Transformation

Automation is transforming the way we work, but not all automation is the same! Letâ€™s break it down in simple terms with real-world examples. RPA (Robotic Process Automation) Mimics human actions on a screen (clicking, typing, copying). Best for repetitive, rule-based tasks. Example: A bot logs into an email, downloads invoices, and enters data into an ERP system. Intelligent Automation (IA) RPA + AI capabilities (OCR, NLP, Machine Learning). Can handle semi-structured and unstructured data. Example: An AI-powered bot extracts data from scanned invoices (OCR) and classifies them before processing payments. Â API Automation Connects software directly without using a UI. Faster and more reliable than RPA. Requires coding knowledge to set up API calls. Example: An API automatically updates customer records in a CRM when a new order is placedâ€”without a bot clicking anything! Why Combine RPA + API? RPA is great for legacy systems that donâ€™t support APIs, while APIs make automation faster and more reliable. Example: A bot logs into an old accounting system, extracts customer data, and then uses an API to update a modern CRMâ€”best of both worlds! Â Â AI Agents Autonomous, learns from interactions, and makes decisions. Works with structured and unstructured data. Example: An AI-powered assistant understands customer queries, learns from past interactions, and automatically books meetings. For more insights on automation, subscribe to my newsletter ðŸ‘‰ https://lnkd.in/dpqw4WtS

11 Comments

Gabriela Vogel

Vice President Analyst Executive Leadership at Gartner

4,729 followers 1y

In 2022, I predicted that by 2025, 60% of enterprises would actively foster socialization to combat chronic loneliness and social isolation exacerbated by digital technology. How has loneliness progressed? ðŸ” Here's a snapshot according to Gallup's Global Workplace 2024 Report : ðŸŒ Globally, 1 in 5 employees report experiencing loneliness frequently, with those under 35 and fully remote workers most impacted. ðŸ˜” 62% of employees are not engaged, while 15% are actively disengaged. ðŸ†˜ 58% of employees feel they are struggling in life, with only 34% considering themselves thriving. âš ï¸ 41% experience "a lot of daily stress." Loneliness and disconnection are silent problems â€” they often manifest as apathy, disengagement, or learned helplessness at work. So, what can we do to help? ðŸ’¡ Steps to Consider: -Create a Support Network: Identify your teamâ€™s needs and implement channels to address them, such as employee assistance programs, financial planning tools, family assistance, buddy systems, communities, and ERGs. -Rethink the Work Environment: Co-design spaces for deeper relationships by mapping the employee experience and identifying changes in physical spaces, inclusive technology, and management practices. -Redesign Teams: Foster interdependence with collaboration platforms like fusion teams, cross-functional mentoring, and shadowing for problem-solving. - Recognize and Incentivize Goodwill: Acknowledge efforts with peer recognition/gratitude programs, making support visible to all. Implement an Inclusion Index: Measure fair treatment, collaboration, psychological safety, trust, belonging, diversity, and integration of differences through various feedback methods. - Train Managers: Provide managers with guidelines on the expected level of involvement in employee well-being. Train them in handling sensitive conversations, building personal connections, and evaluating mental health on a spectrum. Managers account for 70% of the variance in team employee engagement. Let's address these silent issues head-on and create a more connected and supportive workplace! ðŸ’ªâœ¨ #WorkplaceWellness #EmployeeEngagement #Inclusion #MentalHealth #FutureOfWork #Leadership #TeamBuilding For data see: Gallup's State of the Global Workforce Report https://lnkd.in/ecj8KUuw

Gabriela Vogel

Vice President Analyst Executive Leadership at Gartner

In 2022, I predicted that by 2025, 60% of enterprises would actively foster socialization to combat chronic loneliness and social isolation exacerbated by digital technology. How has loneliness progressed? ðŸ” Here's a snapshot according to Gallup's Global Workplace 2024 Report : ðŸŒ Globally, 1 in 5 employees report experiencing loneliness frequently, with those under 35 and fully remote workers most impacted. ðŸ˜” 62% of employees are not engaged, while 15% are actively disengaged. ðŸ†˜ 58% of employees feel they are struggling in life, with only 34% considering themselves thriving. âš ï¸ 41% experience "a lot of daily stress." Loneliness and disconnection are silent problems â€” they often manifest as apathy, disengagement, or learned helplessness at work. So, what can we do to help? ðŸ’¡ Steps to Consider: -Create a Support Network: Identify your teamâ€™s needs and implement channels to address them, such as employee assistance programs, financial planning tools, family assistance, buddy systems, communities, and ERGs. -Rethink the Work Environment: Co-design spaces for deeper relationships by mapping the employee experience and identifying changes in physical spaces, inclusive technology, and management practices. -Redesign Teams: Foster interdependence with collaboration platforms like fusion teams, cross-functional mentoring, and shadowing for problem-solving. - Recognize and Incentivize Goodwill: Acknowledge efforts with peer recognition/gratitude programs, making support visible to all. Implement an Inclusion Index: Measure fair treatment, collaboration, psychological safety, trust, belonging, diversity, and integration of differences through various feedback methods. - Train Managers: Provide managers with guidelines on the expected level of involvement in employee well-being. Train them in handling sensitive conversations, building personal connections, and evaluating mental health on a spectrum. Managers account for 70% of the variance in team employee engagement. Let's address these silent issues head-on and create a more connected and supportive workplace! ðŸ’ªâœ¨ #WorkplaceWellness #EmployeeEngagement #Inclusion #MentalHealth #FutureOfWork #Leadership #TeamBuilding For data see: Gallup's State of the Global Workforce Report https://lnkd.in/ecj8KUuw

5 Comments

Sonnia Singh

ICF-PCC Executive Coach | Corporate Training Specialist | Leadership Development Partner I Performance Coach I Employee Engagement Consultant I AuthorðŸ–Šï¸ I #IamRemarkable Facilitator I

15,714 followers 1y

THE GREAT DIGITAL DIVIDE In today's rapidly evolving digital landscape, the chasm between those proficient in digital technologies and those without â€”the digital divideâ€”is widening. This divide not only hampers individual opportunities but also poses significant challenges to organizational growth, talent acquisition, and workforce development. ðŸ–‡What happens when there is lack of Digital Adoption? Digital technologies are the backbone of modern economies, driving innovation, efficiency, and competitiveness. Organizations that embrace digital tools and platforms can streamline operations, enhance customer experiences, and unlock new revenue streams. Conversely, those lagging in digital adoption risk obsolescence in an increasingly tech-driven market. A study analyzing data from 59 countries across seven regions between 2018 and 2020 found a positive relationship between economic growth and digitalization. This underscores the critical role of digital adoption in fostering economic development and competitiveness. ðŸ—ºDigital Literacy - It is a Non-Negotiable Skill Digital literacy encompasses the ability to effectively and critically navigate, evaluate, and create information using a range of digital technologies. It's no longer a supplementary skill but a fundamental requirement. â™»Impact on Talent Sourcing Organizations seeking digitally proficient candidates often find a limited pool, especially in regions where access to technology and digital education is scarce. This scarcity can lead to increased recruitment costs and extended vacancy periods, hindering organizational performance and growth. ðŸ’ªWorkforce Upskilling: Bridging the Gap Continuous upskilling is essential to keep pace with technological advancements. Organizations must invest in training programs that elevate employees' digital competencies, ensuring they remain competitive and innovative. How can digital literacy be emabraced well? For Individuals: âœ” Take Online Courses â€“ Platforms like Coursera, Udemy, and LinkedIn Learning offer digital skill training. âœ” Practice Hands-On â€“ Use digital tools like spreadsheets, collaboration platforms, and AI-powered apps. âœ” Stay Updated â€“ Follow tech news, attend webinars, and engage in digital communities. âœ” Teach & Share â€“ Help colleagues reinforce learning. For Organizations: âœ” Invest in Training â€“ Provide employees with digital literacy workshops and certifications. âœ” Promote a Digital Culture â€“ Encourage the use of tech tools in daily operations. âœ” Offer Mentorship & Support â€“ Create peer-learning groups to share digital knowledge. âœ” Improve Accessibility â€“ Ensure all employees have access to digital tools and resources. Embracing digital adoption and literacy isn't merely advantageousâ€”it's imperative. How to incorporate a digital mindset? ðŸ’¡https://lnkd.in/dGGM5vCK #sonniasingh #sonniasinghleadershipcoach #digitalmindset #futureofwork #digitaladoption #workplace #productivity

Sonnia Singh

ICF-PCC Executive Coach | Corporate Training Specialist | Leadership Development Partner I Performance Coach I Employee Engagement Consultant I AuthorðŸ–Šï¸ I #IamRemarkable Facilitator I

THE GREAT DIGITAL DIVIDE In today's rapidly evolving digital landscape, the chasm between those proficient in digital technologies and those without â€”the digital divideâ€”is widening. This divide not only hampers individual opportunities but also poses significant challenges to organizational growth, talent acquisition, and workforce development. ðŸ–‡What happens when there is lack of Digital Adoption? Digital technologies are the backbone of modern economies, driving innovation, efficiency, and competitiveness. Organizations that embrace digital tools and platforms can streamline operations, enhance customer experiences, and unlock new revenue streams. Conversely, those lagging in digital adoption risk obsolescence in an increasingly tech-driven market. A study analyzing data from 59 countries across seven regions between 2018 and 2020 found a positive relationship between economic growth and digitalization. This underscores the critical role of digital adoption in fostering economic development and competitiveness. ðŸ—ºDigital Literacy - It is a Non-Negotiable Skill Digital literacy encompasses the ability to effectively and critically navigate, evaluate, and create information using a range of digital technologies. It's no longer a supplementary skill but a fundamental requirement. â™»Impact on Talent Sourcing Organizations seeking digitally proficient candidates often find a limited pool, especially in regions where access to technology and digital education is scarce. This scarcity can lead to increased recruitment costs and extended vacancy periods, hindering organizational performance and growth. ðŸ’ªWorkforce Upskilling: Bridging the Gap Continuous upskilling is essential to keep pace with technological advancements. Organizations must invest in training programs that elevate employees' digital competencies, ensuring they remain competitive and innovative. How can digital literacy be emabraced well? For Individuals: âœ” Take Online Courses â€“ Platforms like Coursera, Udemy, and LinkedIn Learning offer digital skill training. âœ” Practice Hands-On â€“ Use digital tools like spreadsheets, collaboration platforms, and AI-powered apps. âœ” Stay Updated â€“ Follow tech news, attend webinars, and engage in digital communities. âœ” Teach & Share â€“ Help colleagues reinforce learning. For Organizations: âœ” Invest in Training â€“ Provide employees with digital literacy workshops and certifications. âœ” Promote a Digital Culture â€“ Encourage the use of tech tools in daily operations. âœ” Offer Mentorship & Support â€“ Create peer-learning groups to share digital knowledge. âœ” Improve Accessibility â€“ Ensure all employees have access to digital tools and resources. Embracing digital adoption and literacy isn't merely advantageousâ€”it's imperative. How to incorporate a digital mindset? ðŸ’¡https://lnkd.in/dGGM5vCK #sonniasingh #sonniasinghleadershipcoach #digitalmindset #futureofwork #digitaladoption #workplace #productivity

8 Comments

Dr. Saleh ASHRM - iMBA Mini

9,886 followers 1y

Are we contributing to digital carbon waste at work without realizing it? When you think about sustainability, digital waste might not be the first thing that comes to mind. But in todayâ€™s hyper-connected world, it should be. Emails, unnecessary cloud storage, and always-on devices silently contribute to our carbon footprint. ðŸŒ± As a sustainability professional, Iâ€™ve learned that small, thoughtful changes in the workplace can make a significant difference. Let me share a simple roadmap to kickstart the conversation and take action with your team: 1ï¸âƒ£ Start with Awareness: ðŸ’¬ Talk to your leader. Express your concern about digital waste and its impact on the planet. Suggest involving technology, HR, and sustainability teams to create a holistic plan. ðŸ“Š Educate your team. Hold a meeting to explain what digital waste is and why it matters. Use relatable examples and statistics to drive the point home. Did you know that storing 1GB of data in the cloud can produce about 2kg of CO2 annually? 2ï¸âƒ£ Take Action Within Your Team: ðŸ› Set clear objectives. Decide on specific, actionable goals, like reducing unnecessary emails, cleaning up shared drives, or limiting video call durations. ðŸ“ˆ Measure progress. Use tools or trackers to see how your efforts reduce digital waste over time. Share results to keep everyone motivated. 3ï¸âƒ£ Scale the Effort: ðŸ¤ Inspire others. Share your teamâ€™s success with other departments. Create workshops to engage them and grow the initiative. ðŸ“„ Propose inclusion in sustainability reports. Many companies already publish carbon footprint reportsâ€”why not add a section on reducing digital waste? This approach isnâ€™t just about the numbers itâ€™s about creating a shared sense of purpose. By working together, we can reduce the hidden costs of our digital habits and contribute to a greener future. In my experience, starting small but thinking big always pays off. Every file deleted, email avoided, and cloud folder organized matters. What steps is your organization taking to minimize its digital carbon footprint? ðŸ’¡ Letâ€™s start the conversation: #Sustainability #DigitalCarbonFootprint #Teamwork #GreenerFuture

Dr. Saleh ASHRM - iMBA Mini

Are we contributing to digital carbon waste at work without realizing it? When you think about sustainability, digital waste might not be the first thing that comes to mind. But in todayâ€™s hyper-connected world, it should be. Emails, unnecessary cloud storage, and always-on devices silently contribute to our carbon footprint. ðŸŒ± As a sustainability professional, Iâ€™ve learned that small, thoughtful changes in the workplace can make a significant difference. Let me share a simple roadmap to kickstart the conversation and take action with your team: 1ï¸âƒ£ Start with Awareness: ðŸ’¬ Talk to your leader. Express your concern about digital waste and its impact on the planet. Suggest involving technology, HR, and sustainability teams to create a holistic plan. ðŸ“Š Educate your team. Hold a meeting to explain what digital waste is and why it matters. Use relatable examples and statistics to drive the point home. Did you know that storing 1GB of data in the cloud can produce about 2kg of CO2 annually? 2ï¸âƒ£ Take Action Within Your Team: ðŸ› Set clear objectives. Decide on specific, actionable goals, like reducing unnecessary emails, cleaning up shared drives, or limiting video call durations. ðŸ“ˆ Measure progress. Use tools or trackers to see how your efforts reduce digital waste over time. Share results to keep everyone motivated. 3ï¸âƒ£ Scale the Effort: ðŸ¤ Inspire others. Share your teamâ€™s success with other departments. Create workshops to engage them and grow the initiative. ðŸ“„ Propose inclusion in sustainability reports. Many companies already publish carbon footprint reportsâ€”why not add a section on reducing digital waste? This approach isnâ€™t just about the numbers itâ€™s about creating a shared sense of purpose. By working together, we can reduce the hidden costs of our digital habits and contribute to a greener future. In my experience, starting small but thinking big always pays off. Every file deleted, email avoided, and cloud folder organized matters. What steps is your organization taking to minimize its digital carbon footprint? ðŸ’¡ Letâ€™s start the conversation: #Sustainability #DigitalCarbonFootprint #Teamwork #GreenerFuture

6 Comments

Serge Baccou

Trader

7,842 followers 1y

From Copilot to Pilots: Introducing AFlow and the Evolution from Chat to Agents In the dynamic world of AI, we are witnessing a significant shift from traditional chat experiences to more sophisticated agentic workflows and autonomous agents. An AI agent is a system capable of autonomous action in an environment to meet its designed objectives. Unlike chatbots, which are primarily reactive and follow predefined scripts, AI agents can make decisions, learn from interactions, and adapt to new information. ðŸ¤– ð€ð ðžð§ðð¢ðœ ð–ð¨ð«ð¤ðŸð¥ð¨ð°ð¬ ð¯ð¬. ð€ð®ðð¨ð§ð¨ð¦ð¨ð®ð¬ ð€ð ðžð§ðð¬ Agentic workflowsÂ completes tasks statically through predefined processes with multiple LLM invocations. Autonomous agents solves problems dynamically through flexible autonomous decision-making. Recent work aims to automate the design of agentic workflows by automated prompt optimization, hyperparameter optimization, and automated workflow optimization. ðŸ†• ðˆð§ðð«ð¨ðð®ðœð¢ð§ð ð€ð…ð¥ð¨ð° AFlow is an innovative framework introduced by Jiayi Zhang in an October 2024 paper, â€œAFlow: Automating Agentic Workflow Generation.â€ This framework automates the design of agentic workflows using large language models (LLMs), optimizing workflows through iterative refinement. AFlow represents a significant advancement in creating more efficient and adaptable AI systems. Empirical evaluations across six benchmark datasets (HumanEval, MBPP, MATH, GSM8K, HotPotQA, and DROP) demonstrate AFlowâ€™s efficacy, yielding a 5.7% average improvement over state-of-the-art baselines and a 19.5% improvement over existing automated approaches. Additionally, AFlow enables smaller models to outperform GPT-4 on specific tasks at 4.55% of its inference cost. For more details, check out the AFlow paper on arXiv: AFlow: Automating Agentic Workflow Generation The AFlow paper on arXiv: https://lnkd.in/edc7iDmE For more details, watch the explanatory video on AFlow: https://lnkd.in/eDWFPgZZ Philippe Cordier Etienne Grass

Automate Agentic Workflow of LLMs: AFLOW (NEW)

https://www.youtube.com/

Vivek Iyyani

I help leaders bridge generational gaps so they can connect, lead, and thrive with team members of other generations â€¢ Multi-Gen Strategist â€¢ Workshops â€¢ Keynote Speaker â€¢ Award-Winning Author â€¢ Book Mentor â€¢

33,160 followers 11mo

2015 vs 2025: How Learning & Development is evolving Then: Traditional classroom training Now: Digital-first, microlearning experiences Then: One-size-fits-all curricula Now: Personalized learning pathways Then: Annual compliance training Now: Continuous, bite-sized knowledge updates Then: Linear career development Now: Skills-based learning journeys Then: Static PowerPoint presentations Now: Interactive, gamified content Then: Limited mobile access Now: Learn anywhere, anytime Then: Scheduled instructor sessions Now: On-demand virtual coaching Then: Basic LMS platforms Now: AI-powered learning ecosystems Then: Certificate-focused outcomes Now: Performance-based competencies Then: Standard feedback forms Now: Real-time learning analytics This shift represents a change in how organizations approach employee development and training delivery. The L&D game is transforming... Gen Z isnâ€™t playing by old rules They want learning that's â€¢ Instant â€¢ Relevant & â€¢ Tech-savvy And theyâ€™re not shy about it. For them, itâ€™s all about building skills ð˜¯ð˜°ð˜¸ and levelling up their careers, fast. --- I am Vivek Iyyani, and I âœðŸ¼ about the importance of generational diversity in ageing societies like Singapore ðŸ‡¸ðŸ‡¬, Japan ðŸ‡¯ðŸ‡µ, and South Korea ðŸ‡°ðŸ‡· #Millennials â€¢ #LearningAndDevelopment â€¢ #GenZâ€¢ #SkillsOnTheRise â€¢ #AddressAgeismAtWork â€¢

Vivek Iyyani

I help leaders bridge generational gaps so they can connect, lead, and thrive with team members of other generations â€¢ Multi-Gen Strategist â€¢ Workshops â€¢ Keynote Speaker â€¢ Award-Winning Author â€¢ Book Mentor â€¢

2015 vs 2025: How Learning & Development is evolving Then: Traditional classroom training Now: Digital-first, microlearning experiences Then: One-size-fits-all curricula Now: Personalized learning pathways Then: Annual compliance training Now: Continuous, bite-sized knowledge updates Then: Linear career development Now: Skills-based learning journeys Then: Static PowerPoint presentations Now: Interactive, gamified content Then: Limited mobile access Now: Learn anywhere, anytime Then: Scheduled instructor sessions Now: On-demand virtual coaching Then: Basic LMS platforms Now: AI-powered learning ecosystems Then: Certificate-focused outcomes Now: Performance-based competencies Then: Standard feedback forms Now: Real-time learning analytics This shift represents a change in how organizations approach employee development and training delivery. The L&D game is transforming... Gen Z isnâ€™t playing by old rules They want learning that's â€¢ Instant â€¢ Relevant & â€¢ Tech-savvy And theyâ€™re not shy about it. For them, itâ€™s all about building skills ð˜¯ð˜°ð˜¸ and levelling up their careers, fast. --- I am Vivek Iyyani, and I âœðŸ¼ about the importance of generational diversity in ageing societies like Singapore ðŸ‡¸ðŸ‡¬, Japan ðŸ‡¯ðŸ‡µ, and South Korea ðŸ‡°ðŸ‡· #Millennials â€¢ #LearningAndDevelopment â€¢ #GenZâ€¢ #SkillsOnTheRise â€¢ #AddressAgeismAtWork â€¢

3 Comments

Halid Bin AyobðŸ“±

10,660 followers 1y

ð—”ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—¶ð—»ð—´ ð—±ð—¼ð—°ð˜‚ð—ºð—²ð—»ð˜ ð—®ð—½ð—½ð—¿ð—¼ð˜ƒð—®ð—¹ð˜€ ð—¶ð˜€ð—»'ð˜ ð—·ð˜‚ð˜€ð˜ ð—® ð—»ð—¶ð—°ð—²-ð˜ð—¼-ð—µð—®ð˜ƒð—². ð—œð˜'ð˜€ ð—® ð—´ð—®ð—ºð—²-ð—°ð—µð—®ð—»ð—´ð—¶ð—»ð—´ ð—²ð—³ð—³ð—¶ð—°ð—¶ð—²ð—»ð—°ð˜† ð—¯ð—¼ð—¼ð˜€ð˜. Here's why: 1. ð—§ð—¶ð—ºð—² ð—¦ð—®ð˜ƒð—¶ð—»ð—´ð˜€ Manual approvals eat up hours. Automation gives that time back. 2. ð—˜ð—¿ð—¿ð—¼ð—¿ ð—¥ð—²ð—±ð˜‚ð—°ð˜ð—¶ð—¼ð—» Human errors vanish. No more missed signatures or approvals. 3. ð—™ð—®ð˜€ð˜ð—²ð—¿ ð—§ð˜‚ð—¿ð—»ð—®ð—¿ð—¼ð˜‚ð—»ð—± Approvals that took days now take minutes. 4. ð—œð—ºð—½ð—¿ð—¼ð˜ƒð—²ð—± ð—–ð—¼ð—ºð—½ð—¹ð—¶ð—®ð—»ð—°ð—² Automated trails make audits a breeze. 5. ð—–ð—¼ð˜€ð˜ ð—¥ð—²ð—±ð˜‚ð—°ð˜ð—¶ð—¼ð—» Less paper, printing, and storage costs. But here's the kicker: Most companies are doing it wrong. They slap on a basic e-signature tool and call it a day. That's not true automation. It's just digital paper pushing. Real automation means: â€¢ Smart routing based on document type â€¢ Automatic reminders for pending approvals â€¢ Integration with existing systems â€¢ Mobile-friendly interfaces for on-the-go approvals â€¢ Analytics to spot bottlenecks The result? A streamlined process that doesn't just save timeâ€”it transforms how work gets done. One company I worked with saw: â€¢ 70% reduction in approval times â€¢ 90% decrease in errors â€¢ Annual savings in admin costs But here's the truth: Implementing this isn't easy. It requires: 1. Process mapping 2. Stakeholder buy-in 3. Tech integration 4. Change management Yet, the payoff is massive. So, ask yourself: Are you truly automating? Or just digitizing old problems? The answer could be the difference between staying ahead or falling behind. Connect with me Halid Ayob, I'm passionate about helping professionals optimize their work with digital tools! #WorkflowAutomation #WorkProductivity #DigitalTransformation

Halid Bin AyobðŸ“±

ð—”ð˜‚ð˜ð—¼ð—ºð—®ð˜ð—¶ð—»ð—´ ð—±ð—¼ð—°ð˜‚ð—ºð—²ð—»ð˜ ð—®ð—½ð—½ð—¿ð—¼ð˜ƒð—®ð—¹ð˜€ ð—¶ð˜€ð—»'ð˜ ð—·ð˜‚ð˜€ð˜ ð—® ð—»ð—¶ð—°ð—²-ð˜ð—¼-ð—µð—®ð˜ƒð—². ð—œð˜'ð˜€ ð—® ð—´ð—®ð—ºð—²-ð—°ð—µð—®ð—»ð—´ð—¶ð—»ð—´ ð—²ð—³ð—³ð—¶ð—°ð—¶ð—²ð—»ð—°ð˜† ð—¯ð—¼ð—¼ð˜€ð˜. Here's why: 1. ð—§ð—¶ð—ºð—² ð—¦ð—®ð˜ƒð—¶ð—»ð—´ð˜€ Manual approvals eat up hours. Automation gives that time back. 2. ð—˜ð—¿ð—¿ð—¼ð—¿ ð—¥ð—²ð—±ð˜‚ð—°ð˜ð—¶ð—¼ð—» Human errors vanish. No more missed signatures or approvals. 3. ð—™ð—®ð˜€ð˜ð—²ð—¿ ð—§ð˜‚ð—¿ð—»ð—®ð—¿ð—¼ð˜‚ð—»ð—± Approvals that took days now take minutes. 4. ð—œð—ºð—½ð—¿ð—¼ð˜ƒð—²ð—± ð—–ð—¼ð—ºð—½ð—¹ð—¶ð—®ð—»ð—°ð—² Automated trails make audits a breeze. 5. ð—–ð—¼ð˜€ð˜ ð—¥ð—²ð—±ð˜‚ð—°ð˜ð—¶ð—¼ð—» Less paper, printing, and storage costs. But here's the kicker: Most companies are doing it wrong. They slap on a basic e-signature tool and call it a day. That's not true automation. It's just digital paper pushing. Real automation means: â€¢ Smart routing based on document type â€¢ Automatic reminders for pending approvals â€¢ Integration with existing systems â€¢ Mobile-friendly interfaces for on-the-go approvals â€¢ Analytics to spot bottlenecks The result? A streamlined process that doesn't just save timeâ€”it transforms how work gets done. One company I worked with saw: â€¢ 70% reduction in approval times â€¢ 90% decrease in errors â€¢ Annual savings in admin costs But here's the truth: Implementing this isn't easy. It requires: 1. Process mapping 2. Stakeholder buy-in 3. Tech integration 4. Change management Yet, the payoff is massive. So, ask yourself: Are you truly automating? Or just digitizing old problems? The answer could be the difference between staying ahead or falling behind. Connect with me Halid Ayob, I'm passionate about helping professionals optimize their work with digital tools! #WorkflowAutomation #WorkProductivity #DigitalTransformation

8 Comments

Kuldeep Singh Sidhu

Senior Data Scientist @ Walmart | BITS Pilani

15,210 followers 11mo

Exciting breakthrough in Retrieval Augmented Generation (RAG): Researchers have developed GFM-RAG, the first Graph Foundation Model for enhancing LLM knowledge retrieval. >> Key Innovations Novel Architecture: GFM-RAG introduces a query-dependent Graph Neural Network that can process complex knowledge relationships in a single step, dramatically improving both efficiency and accuracy compared to traditional multi-step approaches. Under the Hood - Constructs a knowledge graph index from documents to capture relationships between information - Uses a 6-layer query-dependent message passing neural network with 512-dimensional hidden states - Implements DistMult message functions and sum aggregation for graph processing - Pre-trains on 60 knowledge graphs containing over 14M triples and 700k documents >> Performance Highlights The system achieves state-of-the-art results across multiple datasets, outperforming existing methods by significant margins: - Up to 19.8% improvement in retrieval accuracy - 10x faster processing compared to multi-step approaches - Demonstrates strong zero-shot generalization across 7 different domains >> Impact This breakthrough by researchers from Monash University, Nanjing University of Science and Technology, and Griffith University represents a significant step forward in making LLMs more knowledgeable and efficient. The system's ability to scale and transfer across domains makes it particularly valuable for real-world applications.

Kuldeep Singh Sidhu

Senior Data Scientist @ Walmart | BITS Pilani

Exciting breakthrough in Retrieval Augmented Generation (RAG): Researchers have developed GFM-RAG, the first Graph Foundation Model for enhancing LLM knowledge retrieval. >> Key Innovations Novel Architecture: GFM-RAG introduces a query-dependent Graph Neural Network that can process complex knowledge relationships in a single step, dramatically improving both efficiency and accuracy compared to traditional multi-step approaches. Under the Hood - Constructs a knowledge graph index from documents to capture relationships between information - Uses a 6-layer query-dependent message passing neural network with 512-dimensional hidden states - Implements DistMult message functions and sum aggregation for graph processing - Pre-trains on 60 knowledge graphs containing over 14M triples and 700k documents >> Performance Highlights The system achieves state-of-the-art results across multiple datasets, outperforming existing methods by significant margins: - Up to 19.8% improvement in retrieval accuracy - 10x faster processing compared to multi-step approaches - Demonstrates strong zero-shot generalization across 7 different domains >> Impact This breakthrough by researchers from Monash University, Nanjing University of Science and Technology, and Griffith University represents a significant step forward in making LLMs more knowledgeable and efficient. The system's ability to scale and transfer across domains makes it particularly valuable for real-world applications.

1 Comment

Sam Lee Chengyi

CEO, Paloe CFO Advisory | I help businesses become transaction-ready | M&A, VC, IPO preparation | #55 Fastest Growing Company in Singapore by Straits Times and Statista

26,237 followers 1y

CFOs and finance teams are constantly bogged down by slow, manual expense approvals. Employees submit claims, managers delay responses, and finance teams waste hours chasing approvals. This bottleneck disrupts cash flow visibility, delays financial reporting, and creates compliance risks. Robotic Process Automation (RPA), using tools like UI Path, transforms this outdated process by automating policy checks, approvals, and escalations. Hereâ€™s how: âœ… Expense claims are auto-checked against policy compliance. âœ… Approved expenses move instantly to reimbursementâ€”no manual processing. âœ… Flagged expenses are escalated automatically to the right person, reducing back-and-forth. Without automation, finance teams are stuck spending hours every week on unnecessary admin work instead of focusing on forecasting, cost optimization, and strategic growth. A CFO who adopted RPA saved 8 hours per weekâ€”freeing up valuable time for high-impact financial planning. If expense approvals are still a bottleneck in your company, itâ€™s time to automate. RPA eliminates inefficiencies, ensures compliance, and lets finance teams focus on what really matters. Are you ready to transform your finance operations? Letâ€™s connect and explore how automation can make it happen. #Automation #RPA #CFO #FinanceLeadership

1 Comment

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Automate Agentic Workflow of LLMs: AFLOW (NEW)

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Automate Agentic Workflow of LLMs: AFLOW (NEW)

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