The latest articles on DEV Community by joseph njoroge kariuki (@joseph_njorogekariuki_20). https://dev.to/joseph_njorogekariuki_20 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1988264%2F533b254a-1189-4635-a510-9fbbd4e9f94c.jpg https://dev.to/joseph_njorogekariuki_20 en joseph njoroge kariuki Wed, 08 Apr 2026 05:47:17 +0000 https://dev.to/joseph_njorogekariuki_20/the-akashic-records-stop-giving-your-ego-to-the-cloud-building-a-sovereign-neural-library-32a8 https://dev.to/joseph_njorogekariuki_20/the-akashic-records-stop-giving-your-ego-to-the-cloud-building-a-sovereign-neural-library-32a8 <p>github.com/ipswyworld/akashic-records</p> <p>What i Have Built (The Technical Reality)</p> <ol> <li>The Council of Librarians (Backend Intelligence): A specialized Mixture-of-Experts (MoE) system using FastAPI and LangChain. <ul> <li>Specialized Agents: You have 10+ agents (Gatekeeper, Scribe, Weaver, Oracle, Sentinel, etc.) that handle specific tasks like PII redaction, Knowledge Graph extraction (triplets), and logical critique.</li> <li>Hybrid Inference: A sophisticated "Speculative LLM" setup that uses fast local models (Ollama) for drafting and powerful cloud models (Groq) for verification.</li> </ul> </li> <li>Chronos Engine (The Pulse): A temporal reasoning layer that manages the "Life Cycle" of data. <ul> <li>Nocturnal Consolidation: A background "Dream Phase" where agents find lateral connections between memories while the user sleeps.</li> <li>Behavioral Mining: Analyzes a 7-day activity stream (browsing, media) to detect patterns and update your psychology.</li> </ul> </li> <li>The Digital Ego (Psychological Core): A dedicated UserPsychology model that tracks OCEAN (Big Five) traits and cognitive distortions. It builds a "Theory of Mind" about the user.</li> <li>Action Engine (The Hands): An executive function that can execute shell commands, manage files, and control IoT devices. <ul> <li>No-Code Forge: A "macro recorder" that lets you record a sequence of actions which the Self-Architect agent then distills into a reusable Python NeuralSkill.</li> </ul> </li> <li>Multimodal Ingestion Pipeline: Supports text, web scraping (DuckDuckgo integration), and even has hooks for audio/visual reasoning.</li> <li>Storage Layers: A "dual-brain" approach using ChromaDB for semantic vector search and Neo4j/NetworkX for relational knowledge graphs.</li> <li>The "Akashic Log": An immutable event store (KnowledgeEvent) that tracks every modification to your library, with optional Web3/Blockchain provenance (IPFS/Arweave/ZKP).</li> <li>Frontend &amp; Extensions: A high-fidelity React dashboard (GSAP animations), a Chrome/Edge extension for clipping, and a mobile node (Python/React Native).</li> </ol> ai opensource career showdev