Tag

Knowledge Management

All articles tagged with #knowledge management

technology26 days ago•8 min saved

AI Needs Humans in the Loop to Preserve Workplace Wisdom

A Smartsheet-commissioned global survey finds Gen X (67%), Millennials (66%), and Gen Z (84%) fear AI replacement within five years, and 92% of Gen X say they must gain AI skills to stay relevant. The bigger risk is the loss of institutional knowledge as experienced professionals retire, since AI can misinterpret data and lacks the nuanced judgment built from decades of experience. The answer is a strong human-in-the-loop: teach, debug, and customize AI with knowledge graphs and governance so AI outputs reflect context and support decision-making rather than replace humans.

via theverge.com|

#ai #governance #human-in-the-loop

technology29 days ago•8 min saved

Humans in the Loop Are the Secret to Making AI Work

As experienced professionals retire, organizations risk losing tacit know-how and judgment. The piece argues AI’s value depends on humans teaching, debugging, and guiding it—through knowledge graphs, governance, and structured knowledge transfer—else they’ll fall into a “deployment trap” where automation fails without human oversight. The message: invest in people and infrastructure to train AI, not replace them.

via theverge.com|

#ai #deployment-trap #future-of-work

technology1 month ago•8 min saved

AI Needs Human Mentors to Avoid an Expertise Crisis

As veteran professionals retire, companies risk losing tacit knowledge; the article argues AI alone can mislead without human judgment, so organizations must invest in teaching, debugging, and tailoring AI—building knowledge graphs and feedback loops—to capture expertise and avoid the 'deployment trap' of removing humans from the loop.

via The Verge|

#ai #deployment-trap #expertise

technology6 months ago•7 min saved

Why I Chose an Open-Source App Over Google Keep

Dhruv Bhutani explains why he switched from Google Keep and OneNote to Outline, an open-source, self-hosted note-taking app that offers a clean interface, markdown support, interlinking, deep integrations, and data ownership, making it his preferred tool for serious note-taking and personal knowledge management.

via Android Authority|

#knowledge-management #note-taking #open-source

technology2 years ago•13 min saved

Maximizing Human Productivity with Generative AI and Secure Browsing

Companies are exploring the use of generative AI models, such as ChatGPT, to leverage their proprietary knowledge for improved innovation and competitiveness. Training these models from scratch requires massive amounts of high-quality data and computing power, making it a less common approach. Instead, companies can fine-tune existing models or use prompt-tuning to incorporate domain-specific content. Fine-tuning requires less data and computing power, while prompt-tuning is computationally efficient and does not require extensive data. Content curation and governance are crucial to ensure high-quality knowledge, and evaluation strategies are necessary to maintain accuracy. Legal and governance issues surrounding LLM deployments are complex, and companies should involve legal representatives in the creation and governance process. Shaping user behavior and promoting transparency and accountability are essential for successful implementation of generative AI-based knowledge management systems.

via HBR.org Daily|

#content-curation #fine-tuning #generative-ai