Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
5 posts tagged sovereign-memory-bank clear
AI 45sovereign-ai 36Ollama 35ai-agents 31local-first 24local-first-ai 22Python 21RAG 21compile-time-ai 20knowledge-compiler 19knowledge-graph 19LLM 19Tutorial 19ollama 16Local LLMs 15Machine Learning 15Next.js 15FastAPI 13knowledge-graphs 12local-ai 12AI Agents 11MCP 11local AI 10rag 10AI Development 9OpenAI 9React 9Knowledge Graphs 8open-source 8sovereign AI 8
- Jul 15, 2026I Compiled My Blog Into a Decision GraphI pointed the Sovereign Knowledge Compiler at all 153 posts on this blog, ran it on a local LLM, and got back a decision graph. Here is what it found, the live interactive demo, and why compiling memory beats retrieving it.ai-agentsmemorylocal-first-aicompile-time-aiknowledge-compilerknowledge-graph
- Jul 15, 2026The Sovereign Knowledge Compiler: Compile-Time Memory for Local-First AI AgentsA revised architecture for agent memory that treats cognition as something compiled once into inspectable artifacts rather than retrieved fresh on every query — grounded in how OpenAI's Agents SDK, Mem0, and Hindsight are already converging on distillation, and extended with decay, conflict resolution, and CRDT-based device sync.ai-agentsmemorylocal-first-aicompile-time-aiknowledge-compilerrag
- Jul 5, 2026Retrieval Architecture: Memory Systems That CompoundMemory systems and retrieval architecture for sovereign AI. Sovereign Memory Bank, Dynamic Persona MoE RAG, Objective05, and GraphRAG — the subsystems that make retrieval compound over time.retrieval-augmented-generationsovereign-memory-bankdynamic-persona-moe-ragobjective05sovereigntyspecgraphrag
- Jul 3, 2026The Model Is Not the Product: Residual State, Compiled Agents, and Optimization LoopsThree converging research threads — Apple's Residual Context Diffusion, LMSYS/SGLang agentic execution graphs, and constrained optimization for agent loops — collapse into a single architectural claim: the model is no longer the product. The loop is. With code examples, arxiv citations, and cross-references to Objective05, Sovereign Memory Bank, and Dynamic Persona MoE RAG.model-is-not-the-productresidual-context-diffusionsglangexecution-graphsconstrained-optimizationagent-loops
- Jul 3, 2026The Loop Is the Product: Inside the Sovereign Intelligence ObservatoryA technical deep dive into the Sovereign Intelligence Observatory: a six-component, local-first pipeline that turns every agent run into a versioned recipe, routes evaluation by confidence tier, detects capability drift with KS and PSI statistics, extracts tacit expert judgment into decision trees, and manages the supervised-to-autonomous transition. With architecture diagrams, code from the actual repo, and the case for why observability -- not the model -- is the real product.sovereign-intelligence-observatoryagent-recipesdrift-detectionexpert-signal-routingtacit-knowledge-extractionautonomy-ladders