"What to Watch in AI: From Knowledge Search to Programmable Notes"

"What to Watch in AI: From Knowledge Search to Programmable Notes"

The field of Artificial Intelligence (AI) has experienced exponential growth in recent years, with advancements in knowledge and the changing nature of work. However, this has also led to an increased challenge in finding existing knowledge efficiently. The traditional approach of "searching for stuff" at work is becoming increasingly broken, especially as organizations become more distributed and knowledge becomes more fragmented. In this context, having an intuitive work assistant like Glean is no longer just a luxury but a critical tool in driving employee productivity.

One of the key obstacles preventing enterprises from shipping AI applications to production is the lack of appropriate governance controls. It is essential for organizations to ensure that their AI applications understand what the end user is allowed to see and not see. Questions like, "Is the inference done on my servers or OpenAI's servers?" and "What source data led to a given model output and who owns it?" need to be addressed. Without proper governance, the deployment of AI becomes a risky endeavor.

Data processing and annotation remain the most tedious and expensive part of the AI process, yet they are crucial for ensuring quality outcomes. While pre-trained large language models have gained popularity, enterprises need to focus on utilizing their proprietary data across multiple modalities to create production AI that leads to differentiated services, valuable insights, and increased operational efficiencies. It is through this strategic use of proprietary data that organizations can truly leverage the power of AI.

On a different note, the evolution of note-taking software has not yet fully embraced the potential for facilitating effective workflows. Most existing note-taking tools still function as simple storage boxes, lacking the ability to actively encourage and support practices like reflection, synthesis, connection, and serendipity. However, programmable notes are emerging as a promising solution to this problem.

Programmable notes are note-taking systems that allow users to write programmatic rules that facilitate specific ways of working with their notes. The goal of programmable notes is not just to accumulate information but to augment human cognition. These systems aim to encourage practices that go beyond mere storage and retrieval, enabling users to remember, understand, synthesize ideas, generate new insights, and solve complex problems.

Unlike traditional note-taking or knowledge management software, which acts as passive storage containers, programmable notes actively engage users in the process. Users can create rules that promote reflection, connection, and serendipitous discoveries. These systems empower users to go beyond the mundane task of organizing notes into folders and tags, and instead, actively leverage their notes to enhance their cognitive abilities.

In conclusion, the world of AI is constantly evolving, and organizations need to adapt to the changing landscape to stay competitive. Embracing intuitive work assistants like Glean can significantly enhance employee productivity. Additionally, enforcing appropriate governance controls and utilizing proprietary data are essential steps for successfully deploying AI applications. Furthermore, the development of programmable notes presents an exciting opportunity to revolutionize the way we capture, organize, and leverage information, ultimately augmenting human cognition.

Actionable advice:

1. Invest in intuitive work assistants: Explore and implement intuitive work assistants like Glean to empower employees and boost productivity.
2. Prioritize governance controls: Establish robust governance controls to ensure ethical and secure AI deployment, addressing concerns related to data ownership, privacy, and inference locations.
3. Embrace programmable notes: Seek out note-taking systems that actively facilitate reflection, synthesis, and serendipity. Move beyond passive storage and leverage the power of programmable notes to enhance cognitive abilities.

By keeping a watchful eye on the advancements in AI and embracing innovative solutions like programmable notes, organizations can unlock new levels of productivity and drive meaningful change in the workplace.