Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
36 posts tagged sovereign-ai 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 6, 2026Sovereign Intelligence Stack: Performance BenchmarksReal performance results from the Sovereign Intelligence Stack. Recipe compilation at 1,375/sec, signal routing at 1.2M/sec, and autonomous evaluation at 1.7M test cases/sec — all with sub-millisecond latency.sovereign-aibenchmarksperformancesovereign-intelligence-stackrecipe-compilersignal-router
- Jul 6, 2026The Sovereign Loop: Why Model-Local AI Is the Missing Operating System LayerGLM-5.2 runs locally on four workstation GPUs. Context engineering has become agent-harness engineering. Here's why sovereignty isn't a niche interest — it's the missing operating system layer, and the argument I make at length in Sovereign AI.sovereign-ailocal-aiai-agentsmoecontext-engineeringsovereignty
- Jul 5, 2026Getting Started with Sovereign AI: Your First RecipeBeginner on-ramp to sovereign AI. Defines key terms — recipe compilation, signal routing, autonomous evaluation — and walks you through your first recipe capture in five steps.sovereign-aigetting-startedlocal-firstrecipe-compilationsignal-routingautonomous-evaluation
- Jul 5, 2026Local AI Architecture: Running Models on Your Own HardwareYour practical guide to running AI on your own hardware. Ollama setup, model selection, hardware requirements from $2K to $50K, and wiring local inference into a sovereign pipeline.local-aisovereign-aiollamacontext-engineeringlocal-firstprivacy
- 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 5, 2026Sovereign AI Architecture: Building Compounding IntelligenceA comprehensive synthesis of four years of architectural investigation into sovereign AI. Ties together the Sovereign Intelligence Stack, Sovereign Memory Bank, Dynamic Persona MoE RAG, Objective05, and SovereignSpec into one unified compounding intelligence architecture.sovereign-aiai-architecturecompounding-intelligencerecipe-compilersignal-routerevaluation-loop
- Jul 4, 2026The Sovereign Intelligence Stack: Building Compounding AI InfrastructureBuilding a 5-layer architecture where every AI decision compounds into the next layer. The recipe compiler, signal router, autonomous evaluation loop, and more — with working code.sovereign-intelligenceai-infrastructurelocal-firstagent-recipesknowledge-graphsautonomous-evaluation
- 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
- Jul 2, 2026Building Autonomous Sovereign AI: How Autoresearch Loops and Expert Fine-Tuning Create Self-Improving Local AI SystemsHow to build self-improving AI systems using autoresearch loops, agent recipes, and domain-specific fine-tuning with open-source tools. A complete implementation guide connecting the latest research from Introspection, Bridgewater AIA Labs, and Thinking Machines Lab.autonomous-agentssovereign-aiautoresearchfine-tuninglocal-firstopen-source
- Jul 2, 2026The Missing Stack: Context Engineering, Agent Harnesses, and the Real Full-Stack Development Paradigm of 2026A deep analysis of what the AI development ecosystem is actually building in 2026 — and what's conspicuously absent from existing coverage. Context engineering, agent harnesses, persistent memory, and the shift from vibe coding to systematic AI-native development.context-engineeringcoding-agentssovereign-aiagent-harnessvibe-codingopen-source
- Jul 2, 2026Context Engineering: The Real Full-Stack Development Paradigm in 2026An exploration of the blind spots in current AI development coverage and the emergence of context engineering, agent harnesses, and the coding agent ecosystem as the true full-stack development paradigm of 2026.context-engineeringcoding-agentssovereign-aiagent-harnessopen-sourceMCP
- Jun 30, 2026AMIS in Action: Live Vercel Analytics to Autonomous Marketing Knowledge GraphA technical deep-dive into testing the AMIS Agentic Marketing Intelligence System against live Vercel analytics data. Exploring the full 16-phase pipeline, knowledge graph construction, recommendation engines, and how Sovereign AI fundamentals enable autonomous content strategy.amissovereign-ailocal-firstknowledge-graphragagentic-systems
- Mar 26, 2026DeerFlow 2.0: Building Sovereign AI Agent Systems with Local-First ArchitectureLearn how DeerFlow 2.0 bridges the execution gap in AI with its SuperAgent harness, AIO sandbox, and persistent memory. Complete guide to building sovereign, local-first AI agent systems.deerflowai-agentslocal-firstsovereign-aiollamalangchain
- Feb 15, 2026Building This Blog: A Technical Deep Dive into My Next.js AI-Powered Publishing PlatformAn in-depth look at the technical architecture behind this blog - how I built a performant, AI-powered publishing system with Next.js, Vercel AI SDK, MCP, semantic search, and knowledge graph visualization.ai-agentsarchitectureknowledge-graphlocal-ainext-jsollama
- Nov 11, 2025The Complete Guide to VSCode for Free Technical Blogging: From Setup to PublicationMaster Visual Studio Code as your complete blogging platform. This comprehensive guide covers installation, AI integration with Cline and free Grok, MCP servers, persona-driven content strategy, SEO optimization, static site deployment, and production workflows for technical writers who demand control and zero recurring costs.architectureknowledge-graphlocal-aiollamapythonrag