VP(WP)
@vpavlyshyn.bsky.social
I believe in self sovereign data #ssi , data economy and decentralized tech. I am democratizing personal and privacy-first #ai at affinidi.com
Двадцятка, Шістдесят і Людина: Біологічні Корені Числення
pavlyshyn.leaflet.pub
December 23, 2025 at 8:00 AM
Most AI systems treat knowledge graphs as embeddings—vectors in high-dimensional space. But what if we're losing critical information by ignoring the shape of knowledge itself?
Enter: topology theory for knowledge graphs 🧵
Enter: topology theory for knowledge graphs 🧵
December 21, 2025 at 8:40 PM
Most AI systems treat knowledge graphs as embeddings—vectors in high-dimensional space. But what if we're losing critical information by ignoring the shape of knowledge itself?
Enter: topology theory for knowledge graphs 🧵
Enter: topology theory for knowledge graphs 🧵
The Shape of Knowledge: Topology Theory for Knowledge Graphs
hypergraphs-and-beyond.leaflet.pub
December 21, 2025 at 8:25 PM
From Spasticity to Serenity: How Tea and Yerba Mate Aid Muscle Recovery
teaiops.leaflet.pub
December 20, 2025 at 6:25 PM
Property graphs are everywhere—Neo4j, Neptune, TigerGraph—but they're missing something critical: formal semantics.
RDF/OWL gave us logical reasoning but trapped us in triples. What if we could have both?
Enter Lex: a formal ontology language built FOR property graphs. 🧵
RDF/OWL gave us logical reasoning but trapped us in triples. What if we could have both?
Enter Lex: a formal ontology language built FOR property graphs. 🧵
December 20, 2025 at 10:20 AM
Property graphs are everywhere—Neo4j, Neptune, TigerGraph—but they're missing something critical: formal semantics.
RDF/OWL gave us logical reasoning but trapped us in triples. What if we could have both?
Enter Lex: a formal ontology language built FOR property graphs. 🧵
RDF/OWL gave us logical reasoning but trapped us in triples. What if we could have both?
Enter Lex: a formal ontology language built FOR property graphs. 🧵
Lex: A Formal Ontology Language for Property Graphs
hypergraphs-and-beyond.leaflet.pub
December 20, 2025 at 9:40 AM
🔺 Hierarchy - tree structures, clear command chains
🕸️ Heterarchy - peer networks, no predetermined authority
◯ Holarchy - nested autonomy, context-aware agentsEach serves different purposes. Let's unpack why.#SovereignAgents #MultiAgentSystems #AI
🕸️ Heterarchy - peer networks, no predetermined authority
◯ Holarchy - nested autonomy, context-aware agentsEach serves different purposes. Let's unpack why.#SovereignAgents #MultiAgentSystems #AI
December 16, 2025 at 10:08 AM
🔺 Hierarchy - tree structures, clear command chains
🕸️ Heterarchy - peer networks, no predetermined authority
◯ Holarchy - nested autonomy, context-aware agentsEach serves different purposes. Let's unpack why.#SovereignAgents #MultiAgentSystems #AI
🕸️ Heterarchy - peer networks, no predetermined authority
◯ Holarchy - nested autonomy, context-aware agentsEach serves different purposes. Let's unpack why.#SovereignAgents #MultiAgentSystems #AI
Reposted by VP(WP)
Can you rewrite SQLite in Rust? Why would you want to? And how do you summon up an entire community to help make it happen? This week we look at a contender for the future of embeddable databases - Turso:
youtu.be/1JHOY0zqNBY
youtu.be/1JHOY0zqNBY
Will Turso Be The Better SQLite? (with Glauber Costa)
YouTube video by Developer Voices
youtu.be
December 11, 2025 at 3:21 PM
Can you rewrite SQLite in Rust? Why would you want to? And how do you summon up an entire community to help make it happen? This week we look at a contender for the future of embeddable databases - Turso:
youtu.be/1JHOY0zqNBY
youtu.be/1JHOY0zqNBY
🧵
Most devs think ontologies are just fancy schemas. They're wrong.
The difference between a schema and a real ontology comes down to one thing: AXIOMS.
Let me explain why this matters for AI agents and neuro-symbolic systems 👇
#KnowledgeGraphs #AI #Ontology #SemanticWeb
Most devs think ontologies are just fancy schemas. They're wrong.
The difference between a schema and a real ontology comes down to one thing: AXIOMS.
Let me explain why this matters for AI agents and neuro-symbolic systems 👇
#KnowledgeGraphs #AI #Ontology #SemanticWeb
December 12, 2025 at 11:29 AM
🧵
Most devs think ontologies are just fancy schemas. They're wrong.
The difference between a schema and a real ontology comes down to one thing: AXIOMS.
Let me explain why this matters for AI agents and neuro-symbolic systems 👇
#KnowledgeGraphs #AI #Ontology #SemanticWeb
Most devs think ontologies are just fancy schemas. They're wrong.
The difference between a schema and a real ontology comes down to one thing: AXIOMS.
Let me explain why this matters for AI agents and neuro-symbolic systems 👇
#KnowledgeGraphs #AI #Ontology #SemanticWeb
#AXIOMS #ontology
Axioms in Ontology: Beyond Schema to Reasoning Systems
hypergraphs-and-beyond.leaflet.pub
December 12, 2025 at 11:23 AM
#AXIOMS #ontology
Favorite dialogue #2
- use #RDF, it is capable of modeling EVERYTHING!!!
- How to model #hypergraphs or #metagraphs with RDF?
and then top answers
1) Reification
2) I never use them
3) You dont need such complex structures because of 2
4) RDF 1.2 for sure could do it somehow with answer 1
- use #RDF, it is capable of modeling EVERYTHING!!!
- How to model #hypergraphs or #metagraphs with RDF?
and then top answers
1) Reification
2) I never use them
3) You dont need such complex structures because of 2
4) RDF 1.2 for sure could do it somehow with answer 1
December 10, 2025 at 3:03 PM
Favorite dialogue #2
- use #RDF, it is capable of modeling EVERYTHING!!!
- How to model #hypergraphs or #metagraphs with RDF?
and then top answers
1) Reification
2) I never use them
3) You dont need such complex structures because of 2
4) RDF 1.2 for sure could do it somehow with answer 1
- use #RDF, it is capable of modeling EVERYTHING!!!
- How to model #hypergraphs or #metagraphs with RDF?
and then top answers
1) Reification
2) I never use them
3) You dont need such complex structures because of 2
4) RDF 1.2 for sure could do it somehow with answer 1
Reposted by VP(WP)
Reposted by VP(WP)
My talk from @sync_conf 2025 is ready!
Check it out to learn how:
1) CRDTs + cryptographic permissions work
2) @jazz.tools is now a general-purpose database
3) our unique Jazz Cloud infra compares to
- traditional stacks
- other sync engines
- Durable Objects
www.youtube.com/watch?v=wils...
Check it out to learn how:
1) CRDTs + cryptographic permissions work
2) @jazz.tools is now a general-purpose database
3) our unique Jazz Cloud infra compares to
- traditional stacks
- other sync engines
- Durable Objects
www.youtube.com/watch?v=wils...
Anselm Eickhoff (Jazz) - Oops, my sync engine has become a database
YouTube video by Local-First Conf
www.youtube.com
December 9, 2025 at 9:55 PM
My talk from @sync_conf 2025 is ready!
Check it out to learn how:
1) CRDTs + cryptographic permissions work
2) @jazz.tools is now a general-purpose database
3) our unique Jazz Cloud infra compares to
- traditional stacks
- other sync engines
- Durable Objects
www.youtube.com/watch?v=wils...
Check it out to learn how:
1) CRDTs + cryptographic permissions work
2) @jazz.tools is now a general-purpose database
3) our unique Jazz Cloud infra compares to
- traditional stacks
- other sync engines
- Durable Objects
www.youtube.com/watch?v=wils...
We always start on page 15 of even our story. The question is: will we be victims of our constraints, or architects of what comes next?
#Engineering #SoftwareArchitecture #TechPhilosophy #LegacyCode #PhilosophicalWednesday #Existentialism #SoftwareEngineering #TechLeadership #SystemDesign #Sartre
#Engineering #SoftwareArchitecture #TechPhilosophy #LegacyCode #PhilosophicalWednesday #Existentialism #SoftwareEngineering #TechLeadership #SystemDesign #Sartre
What We Make of What We've Been Given: Sartre's Guide to Engineering
teaiops.leaflet.pub
December 9, 2025 at 2:59 PM
We always start on page 15 of even our story. The question is: will we be victims of our constraints, or architects of what comes next?
#Engineering #SoftwareArchitecture #TechPhilosophy #LegacyCode #PhilosophicalWednesday #Existentialism #SoftwareEngineering #TechLeadership #SystemDesign #Sartre
#Engineering #SoftwareArchitecture #TechPhilosophy #LegacyCode #PhilosophicalWednesday #Existentialism #SoftwareEngineering #TechLeadership #SystemDesign #Sartre
🧵 0-Hallucination Paradox: Why "95% accurate AI" will never reach 100%
My favorite recent dialogue:
"How do you prevent hallucinations?"
"Knowledge graphs! 95% accuracy!"
"How do you build the graph?"
"...with LLMs"
*long pause*
Let's unpack all 5 layers ⬇️
#AI #KnowledgeGraphs #AIHallucinations
My favorite recent dialogue:
"How do you prevent hallucinations?"
"Knowledge graphs! 95% accuracy!"
"How do you build the graph?"
"...with LLMs"
*long pause*
Let's unpack all 5 layers ⬇️
#AI #KnowledgeGraphs #AIHallucinations
December 7, 2025 at 9:48 AM
🧵 0-Hallucination Paradox: Why "95% accurate AI" will never reach 100%
My favorite recent dialogue:
"How do you prevent hallucinations?"
"Knowledge graphs! 95% accuracy!"
"How do you build the graph?"
"...with LLMs"
*long pause*
Let's unpack all 5 layers ⬇️
#AI #KnowledgeGraphs #AIHallucinations
My favorite recent dialogue:
"How do you prevent hallucinations?"
"Knowledge graphs! 95% accuracy!"
"How do you build the graph?"
"...with LLMs"
*long pause*
Let's unpack all 5 layers ⬇️
#AI #KnowledgeGraphs #AIHallucinations