sovereign ai agents
Future of personal and private AI . dont trust AI until you own it to buy a coffe https://ko-fi.com/volodymyrpavlyshyn
Articles
24 articles
The New Shape of Amnesia: Technical Debt, Cognitive Debt, and the World Models Our Agents Refuse to Build
Sovereign Agency — User Angle
Social Memory in Multi-Agent Systems
Why Agentic AI need memory
The Elephant in the Agent Room: Why the Future of Autonomous AI Runs on Rules, Not Just Models
Racket: Programmable Programming for Constraint Natural Language of AI Agents
Promise Graphs for Agent AI: A New Architecture for Multi-Agent Coordination
Rosette: A Solver-Aided Programming Language for Building Intelligent Constraints
Book Intro: Beyond Context Graphs
Beyond Context Graphs: Agentic Memory, Cognitive Processes, and Promise Graphs
AI-Ready Data is a Myth: Why Domain Expertise and Human Context Trump Automation
Causal Graphs as the Missing Layer: Bridging Context Graphs, Decision Traces, and Semantic Spacetime
Context Graphs and Data Traces: Building Epistemology Layers for Agentic Memory
Beyond Context Graphs: Why 2026 Must Be the Year of Agentic Memory, Causality, and Explainability
Beyond Hierarchy: Why Agentic AI Systems Need Heterarchy & Holarchies
The Zero-Hallucination Paradox: Why AI’s Knowledge Foundations Rest on Quicksand
Missed Layers for AI Agent Protocols
The Quiet Revolution: How Promise Theory is Rewiring the Future of AI Agents
Why AI Memory Systems Are Failing — and How Semantic Spacetime Offers a Solution
Holocracy as Constraint Architecture: Critical Implications for AI Agent Design
Agentic AI: Agent Autonomy — Tools, Reasoning and Memory with Graph Empowerment
Networked Agent Organizations — Identity Shift
Beyond the Glass Cage
Sovereignty Over Decentralization: What AI Agents Really Need