Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
31 posts tagged ai-agents 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 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 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
- 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
- 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
- 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 2, 2025The Rise of Vibe Coding: Cursor 2.0 vs VS Code + Cline - Ultimate AI Coding Showdown 2025Master vibe coding with this definitive comparison of Cursor 2.0 vs VS Code + Cline for AI-powered development. Build an infinite AI news generator, compare AI agents, and discover document-driven development techniques that supercharge your workflow.vibe-codingai-codingcursor-2.0vscodeclineai-agents