#AI models need a #hypergraphs to represent a complex multimodal knowledge
vp
vpnostr@favvy.com
npub1u6qh...nd7t
#ssi #web5 and #metamodernism #aiagents
https://volodymyrpavlyshyn.medium.com/personal-knowledge-graphs-in-relational-model-39528f1ee45b
So, go from #directedgraph to #hypergraph on steroids.
How does #namedgraph help us simplify structure? When using a different kind of graph.
Yep, all this is a pure relational model that works better with a #datalog. Relational databases could be a good choice for #personalknowledge #graphs and #ai #empowered applications
So last time, I showed you how to build Personal Knowledge Graphs in obsidian just with markdown with no need to learn RDF or any other semantic tooling .
Today we will do more cool stuff
Let's import your obsidian vault to RDF !!
#rdf #personalknowledgegraph #pkg #knowledgegraphs #semanticdata #obsidian
Medium
How to export your Obsidian Vault to RDF
In my last article, I described how to create a full-scale Personal Knowledge Graph and Knowledge Graphs with labeled links
Yakihonne
How to Make Personal Knowledge Graph in Obsidian
How to turn obsidian to a Personal knowledge graph and database
Yakihonne
AI-empowered Personal Knowledge Graphs in Obsidian.
How AI could accelerate note taking
https:
Last time, we tweaked Obsidian to work with links and make it closer to Personal Knowledge Graphs with plugins.
Today, I want to explain how a classical Knowledge Graph, as an extra layer, could empower Knowledge Management with AI tools.
Idea is simple you have your idea #zettelkasten + #knowledgegraph generated by #ai #entityrecognition (NER) and #graphconstruction #llm #slm
As a result, you have a deeper and better connection and source for #link prediction and reasoning
We do it already for you #ai #agent conversation at mykin.ai
Last time, we tweaked Obsidian to work with links and make it closer to Personal Knowledge Graphs with plugins.
Today, I want to explain how a classical Knowledge Graph, as an extra layer, could empower Knowledge Management with AI tools.
Idea is simple you have your idea zettelkasten + knowledgegraph generated by #ai entityrecognition (NER) and graphconstruction llm slm
As a result, you have a deeper and better connection and source for #link prediction and reasoning
We do it already for you #ai #agent conversation at mykin.ai
No #challanges , #pain , #trauma is not making you successful. Sacralization of traumatic experiences is false concept . Biology and #neurosience has different view on this. Your #brain is not learning and obtaining new knowledge in stress . Happiness , good sleep and moderate physical activity like walking really do . Your brain like divers and new experience and safety and comfortable conditions . To be creative you need a good sleep and enough water. If you have a complex challenge - go for a walk and sleep with it . For more advanced challenges I do walking and tea meditations. If you stuck completely- good travel to a new place is what you really need
We was born to be #happy we have no reasons to struggle .
Personal knowledge graphs in Obsidian and Logseq
#personalinowledgegraph is used for a long times in enterprise. We want to shift it closer to a user day today life and give user a new tools.
Unfortunately market do not have easy to use tools for pkg for non professionals.
Let’s see how #obsidian or #logseq could help to make a first steps in this journey.
My humble opinion - we need #ai for a graph construction .
At mykin.ai we use #ai agents in tandem with personal knowledge graphs . Try future today
No #connection - no #service. #lonely #devices - why should we send all data to Virginia?
#cloud made a revolution and transformational shift in software architecture, but have we missed something important?
What happens with the #UX of applications for users with pure or no internet connection ?
#localfirst #postcloud
#obsidian managed to do something amazing in a space of #trust just with a
Three simple building blocks
- interoperable and plain data format like MD files
- #localfirst
- plugins and #developmentexperiencce #dx matter. Good API, Ts/Js as a language. - boom
Folks give total ownership back to the user and promise that the app stays free.
This simple strategy accelerates not only the user but also the builders
And now we have the next obsidian parapox - a strong #opensorce ecosystem and crazy extensibility around a close source app.
So what obsidian made?
Folks lower the risk and build #trust
There are no efforts or risks associated with data import or transformation, so you create an MD file. The files stay with you.
If you need extra features or behavior - plugins can patch practically everything.
#Localfirst is not so new as we think about
We are social and invent many ways to share even in era before www with bbs
in this setup, you have eventual connectivity, and your local data is a source of truth between online sessions
lonely times of #personalcomputers that was #offlinefirst open era of creativity and personal freedom . File based , offline data exchange
Road to #localfirst and #postcloud
https://volodymyrpavlyshyn.medium.com/tiddlywiki-with-tiddlymap-as-a-personal-knowledge-graph-tool-665aa341f9cb
#selfcontaining #localfirst apps is fun . Idea that html could self extend and do a meta creation of it is own content could really give a lot of fun. Now #wasm could give completely new capabilities to this approach
#architecture
#personalknowledgegraph
#pkg
Local-first architecture is emerging as a crucial paradigm in computing and data sovereignty. This approach is distinguished from traditional cloud-centric models, offering a blend of autonomy, efficiency, and resilience. The video delves into the principles of local-first design, advocating for a future where users retain more control over their data, irrespective of their connectivity status or the devices they use.
It was introduced as a concept by Martin Kleppman in his paper
Let's dive into a principles described in a paper
## Principles
## No Spinners: Your Work at Your Fingertips
The local-first principle eliminates the frustration of waiting for data to sync or load from a remote server. By prioritizing data availability directly on the user’s device, applications can offer a smoother, uninterrupted experience. This approach reduces reliance on network connectivity, ensuring immediate access to information and functionality.
## Your Work Is Not Trapped on One Device
Unlike offline-first strategies, local-first design ensures that your work and data are not confined to a single device. It enables seamless transition and synchronization across multiple devices, enhancing flexibility and productivity without compromising accessibility.
## The Network Is Optional
Local-first architecture treats network connectivity as an optional enhancement rather than a necessity. This paradigm shift ensures that the core functionality remains intact regardless of internet access, with the network serving to sync data across devices when available.
I believe in a hybrid model where we combine a relay-focused network topology, like DWN or Nostr, with peer-to-peer capabilities that could use device-to-device sync and local Wi-Fi networks.
## Seamless Collaboration with Your Colleagues
Adopting a local-first approach does not mean sacrificing collaboration. On the contrary, it can enhance collaborative efforts by allowing for real-time data synchronization and editing capabilities, akin to what users experience with cloud-based applications like Google Docs, but with greater control and efficiency.
## The Long Now: Your Data Is Interoperable, Reusable, and Long-Lived
The principle of “The Long Now” emphasizes the importance of data longevity, interoperability, and reusability. Local-first design advocates for data formats and structures that remain accessible and meaningful over time, ensuring that users can retain, access, and repurpose their data even as technologies evolve.
It works quite well with Sovereign data and the principles of portability, interoperability, and transparency, as well as with ideas of portable data in privacy by design.
If the SAS provider goes out of business and gives you too many weeks to download a few gigs of proprietary JSON files that do not operate without software, it is Froude.
## Security and Privacy by Default
With data primarily stored and processed on the user’s device, local-first architecture inherently enhances privacy and security. This model minimizes data exposure to third-party providers and reduces the risk of data breaches, ensuring users have the foremost say in their data privacy.
## You Retain Ultimate Ownership and Control
Central to the local-first ideology is the principle that users should have ultimate ownership and control over their data. This approach ensures that data is not held hostage by service providers, and users can access, manage, and transfer their information as they see fit without undue restrictions or dependencies. As you can see, it is the same motto as Sovereign Data. You ultimately own your data.
## Conclusion
I see now the growing community and technological advancements supporting the local-first architecture, including developments in CRDTs (Conflict-Free Replicated Data Types) and synchronization techniques. It underscores the practical applications and benefits of adopting a local-first approach, not just for developers and those interested in data sovereignty but for anyone looking to enhance their digital autonomy and efficiency.
Local-first architecture represents a significant shift in how we think about data, connectivity, and control in the digital age. Local-first principles pave the way for a more resilient, efficient, and user-centric computing future by prioritizing user autonomy, device independence, and data longevity.
How post cloud and post blockchain architecture could look like ?
#localfirst #architecture for #sovereign #data
#localfirst is a key to #soverengty. Actually, main moto and idea of localfirst movement is about #data #ownership and #offline capabilities and #sync is a nice side effect of #longlived #portable #data
#Localfirst is a combination of #sovereign data and computer part. So #application logic that works with a data is on user's hands-on user device
I made this video 1 year ago but now I see more #empoverment and stronger #ecosystem around #localfirst #architecture
My dear #android and #reactnative community
I faced with a bug There is a problem when running background tasks on android, async calls/promises/inner promises gets suspended until the app is put to foreground.
If you have a solution for this problem, let me know.
#backgroundtask #bugs
Slide deck 
talk also available on LinkedIn and soon will be on YouTube 
#privacy and #ownership in #web3 and #web5 . How #ssi make #decentralization #private
Privacy and Data Ownership in Web3 and SSI
📅 Date: March 4, 2024, 2 PM UTC
🎤 Format: Virtual Event - Discord and Linkedin
🔒 Explore the pivotal topics of privacy and data ownership in the Web3 and SSI landscape with Kin's Principal Trust… | Kin AI | 14 comments
📅 Date: March 4, 2024, 2 PM UTC
🎤 Format: Virtual Event - Discord and Linkedin
🔒 Explore the pivotal topics of privacy and data ownership...
