Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
19 posts tagged knowledge-graph 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
- Aug 9, 2026Hermes Atlas v0.1: A Local-First, Incrementally-Compiled, Falsifiable Knowledge SystemHermes Atlas v0.1 is a local-first, incrementally-compiled, falsifiable knowledge system. This is a full replication guide: every command was run for real, and the failure modes are the findings.sovereign-ailocal-aiknowledge-graphgraphragfalsifiabilitylocal-first
- Aug 9, 2026Hermes Atlas v0.2: Claim-Level Coverage, a Determinism Gate, and a Knowledge-Mutation CanaryHermes Atlas v0.2 is a benchmark-and-fix release: claim-level coverage localisation, a determinism gate that proves compile reproducibility, and a knowledge-mutation canary. Every number below was measured, not asserted.sovereign-ailocal-aiknowledge-graphgraphragfalsifiabilitylocal-first
- Aug 9, 2026Hermes Atlas v0.3: An Evidence Ledger, a Provable Claim Lifecycle, and an Explain CommandHermes Atlas v0.3 adds an evidence ledger to every claim, a provable claim lifecycle (including DELETE-driven invalidation that retains history), and an `atlas explain` command. Every number below was measured, not asserted.sovereign-ailocal-aiknowledge-graphgraphragfalsifiabilitylocal-first
- Aug 9, 2026Hermes Atlas v0.4: Proving the Evidence Ledger & Claim Lifecycle with a Gold-Labeled BenchmarkHermes Atlas v0.4 proves the v0.3 evidence ledger and provable claim lifecycle with a gold-labeled benchmark. Every number was measured on a fixed, model-free corpus; two real bugs were found and fixed in the process. Everything below is reproducible.sovereign-ailocal-aiknowledge-graphgraphragfalsifiabilitylocal-first
- Jul 23, 2026Compiling the State of Human Understanding: A Roadmap for the Scientific State CompilerA research roadmap: the four compiler directions — Mechanistic Reasoning, Scientific Question, Scientific State, and Discovery — are not competing projects. They are five passes in one architecture that compiles the scientific corpus into a versioned, executable model of human understanding. Here is the full plan.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 22, 2026If the Loop Is the Product, Observability Becomes the Operating SystemYesterday I argued scientific knowledge needs a compiler, not a better research assistant. Today I built the general one — five discovery passes, local-first version control for understanding, and a live explorer. This is what it means when the loop, not the model, is the product.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 21, 2026Compiling Medical Evidence: A Clinical Research Compiler That Turns Guidelines and Trials Into a Queryable Knowledge ArtifactHow to compile medical guidelines, trials, and literature into a provenance-tracked, queryable Clinical Knowledge Artifact — and deploy a live evidence explorer to Vercel — by extending the Research Compiler Agent SDK into a Clinical Research Compiler.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 21, 2026A Research Compiler for Scientific Understanding, Not a Better Research AssistantA research vision: why scientific knowledge needs a new computational architecture. The Clinical Research Compiler SDK is an early prototype of a scientific reasoning compiler that transforms literature into versioned understanding — not a better research assistant.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 20, 2026Compile-Time Intelligence: Building a Research Compiler Agent That Compiles Knowledge Instead of Re-Reading ItAn autonomous Research Compiler Agent that compiles web sources into a persistent, queryable, provenance-tracked Knowledge Artifact — moving semantic computation from runtime inference into reusable artifacts (Compile-Time Intelligence). Built on the Knowledge Compiler SDK; local-first and reproducible.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 18, 2026Compile-Time AI in Practice: How We Built a Kubernetes Knowledge CompilerHow we built k8s-docs-compiler — a Kubernetes knowledge compiler that applies compile-time AI: intelligence moved to the build step, shipped as a static, queryable, versioned knowledge graph with zero runtime inference.compile-time-aiknowledge-compilerkuberneteslocal-first-aiknowledge-graphnextjs
- Jul 16, 2026The Sovereign Knowledge Compiler Explorer: A Recipe for Compiling Knowledge Into a Static, Living ArtifactA fully static, prerendered knowledge explorer with zero runtime inference — built from a deterministic compile-time curriculum compiler. This is the recipe: how it was made, why it works, and how any human or AI can reconstruct it from a corpus.ai-agentsmemorylocal-first-aicompile-time-aiknowledge-compilerknowledge-graph
- 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 14, 2026Synthesizing Memory with Agent: A Local-First Architecture for Persistent AI StateThe prevailing paradigm in AI agent development treats memory as an external retrieval service, a failure mode that fragments intelligence across the model, the context window, and the vector store.ai-agentsmemoryollamachromadbmcplocal-first-ai
- 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
- Jun 14, 2026Sovereign Memory Bank: A Deep Dive Into Autonomous Cognitive Memory for Agent SystemsA deep dive into Sovereign Memory Bank, an autonomous cognitive memory system that transforms markdown documents into a continuously evolving seven-layer memory architecture optimized for agent reasoning and knowledge synthesis.memoryai-agentsknowledge-graphraglocal-llmcognitive-memory
- Jun 14, 2026Sovereign Memory Bank: Autonomous Cognitive Memory for Agent SystemsA deep dive into Sovereign Memory Bank, an autonomous cognitive memory system that transforms markdown documents into a continuously evolving seven-layer memory architecture optimized for agent reasoning and knowledge synthesis.memoryai-agentsknowledge-graphraglocal-llmcognitive-memory
- 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