llm · research archive

llm research

21 posts tagged llm — essays and experiments on llm, drawn from the working notes behind computational sovereignty.

21 posts tagged llm clear

Aug 21, 2026The Skills Map for Building and Deploying AI ApplicationsA field guide to the six competencies that make up building and deploying AI applications — LLM foundations, grounding with data, agentic systems, evaluation-driven development, production operations, and machine-learning foundations — with the research and tools behind each.ai-engineeringllmagentsevaluationragproduction
Jun 12, 2026Project Proposal: SovereignSpec — Local-First Spec-Driven DevelopmentA project proposal for SovereignSpec — a local-first, offline spec-driven development engine that treats specifications as living, graph-grounded artifacts and enforces deterministic code generation through structured pipelines with no cloud API calls required.SovereignSpecspec-driven developmentSDDSpec Kitlocal-firstlocal AI
Jun 1, 2026objective03: My Laptop Eats the News and Talks BackAn autonomous news ingestion, claim extraction, contradiction tracking, and TTS broadcast system that runs entirely locally. No API keys. No monthly bills. No vendor lock-in.local AInews aggregationLLMcontradiction detectionTTSllama.cpp
May 2, 2026Autodata and the RAM Ecosystem: When AI Learns to Build Its Own Training DataFacebook Research's RAM catalog and its Autodata project represent a paradigm shift: synthetic data generation is no longer a preprocessing step, it's a first-class reasoning loop. Here's what that means for the future of AI development.AIsynthetic dataRAMAutodatareasoningLLM
May 1, 2026Qwen-Scope and the Rise of Feature-Level Control: From Interpretability to InterfaceAn in-depth analysis of Qwen-Scope, sparse autoencoders, and the shift from interpretability as observation to interpretability as control in large language models.LLMinterpretabilitysparse autoencodersQwenAI researchmechanistic interpretability
Apr 29, 2026Recursive Language Models: Breaking the Context Barrier with Programmable ReasoningExplore Recursive Language Models (RLMs), a powerful new inference paradigm that lets LLMs handle near-infinite contexts by treating input as programmable data in a REPL environment. Based on the MIT arXiv paper by Alex L. Zhang, Tim Kraska, and Omar Khattab.AILLMlong-contextrecursiveinference-scaling
Feb 22, 2026Building a Cognitive Graph AI Application: A Comprehensive GuideLearn how to build a sophisticated cognitive routing system that transforms how AI processes and responds to user inputs through personas, finite state machines, and directed acyclic graphs.aicognitive-architectureollamanextjspersonasllm
Feb 3, 2026Dynamic Persona MoE RAG: Building a Memory-Driven Synthetic Intelligence with Knowledge Graphs and Persona EvolutionA comprehensive guide to building a memory-driven synthetic intelligence system that combines dynamic persona modeling, knowledge graphs, and mixture of experts RAG to create an evolving cognitive architecture.AIKnowledge GraphsPersona EngineeringRAGMemory SystemsSynthetic Intelligence
Nov 5, 2025How to Build an AI Study System That Actually Works (Citizens Replace Your Broken PDF Tools)Build a citation-grounded AI study system that ingests massive PDFs whole. A complete technical guide to vector databases, reranking strategies, and LLM orchestration for students tired of compromised answers.AILLMRAGPDF ParsingStudy SystemCitations
Oct 25, 2025Building Your Own Uncensored AI Overlord: A Comprehensive Guide to Chatbot Wrappers in the Age of Digital DystopiaIn a world where every conversation is monitored and every thought is algorithmically judged, learn how to build your own uncensored chatbot wrapper that laughs in the face of content filters and speaks forbidden truths.AILLMUncensoredChatbotDystopianOpen Source
Oct 19, 2025Vibe Coding Session Building a Local LLM-Powered Knowledge GraphA vibe coding session exploring the creation of a local LLM-powered personal knowledge graph system using Next.js, FastAPI, and NetworkX.Vibe CodingLLMKnowledge GraphLocal AINext.jsFastAPI
Oct 19, 2025Vibe Coding Janitor Session Building a Local LLM-Powered Knowledge Graph Part TwoIn part one I started a vibe coding session with just a vauge idea we and created the following repo using a single prompt. So what I am doing now is I cloned t…Vibe CodingLLMKnowledge GraphLocal AINext.jsFastAPI
Feb 14, 2025RedDiss Technical Deep Dive: Complete AI-Powered Diss Track Generation Pipeline with Reddit Sentiment Analysis, LLM Lyrics Crafting, and Audio Production AutomationDetailed technical examination of RedDiss, an end-to-end AI system for generating diss tracks from Reddit discussions, featuring advanced NLP, multimodal audio synthesis, and full-stack development with Streamlit and FastAPI.RedDissRedditAILLMTTSBeat Sync
Feb 5, 2025Announcing Loco LLM Hackathon 1.0: 24-Hour Global Sprint to Build Open-Source AI Tools with Local Large Language Models and Smolagents FrameworkComprehensive announcement and participation guide for the Loco LLM Hackathon 1.0, a global 24-hour event featuring competitive building of open-source AI tools using local LLMs and the new smolagents framework.HackathonLLMSmolagentsOpen-Deep-ResearchCommunityAI Innovation
Feb 5, 2025Mastering Open Deep Research: Complete Smolagents Setup Guide with GAIA Benchmark Performance and Production-Ready Agent WorkflowsComprehensive tutorial for setting up and optimizing Open Deep Research with Smolagents framework, featuring GAIA benchmark testing, multi-model support, and production-grade autonomous research agents.SmolagentsOpen-Deep-ResearchHugging FaceGAIA BenchmarkAI AgentsCodeAgent
Jan 23, 2025Building a Multimodal Story Generation SystemMultimodal Story Generation System Transform visual inputs into structured narratives using cutting edge AI technologies. This system combines computer vision a…AIMultimodalStory GenerationPythonLLM
Jan 22, 2025Building an Advanced AI Image-to-Book Pipeline: Multimodal Storytelling with LLaVA, ChromaDB, and Recursive Narrative Generation Using OllamaComplete technical guide to creating an AI-powered narrative generation system that transforms static images into complete books using multimodal analysis, vector databases, and recursive storytelling with LangChain and Ollama.AIImage ProcessingContent GenerationPythonLLMLLaVA
Dec 19, 2024Complete LangChain Ollama Integration: Building Graph-Based Multi-Persona Conversations with Local LLMs and CLI/GUI InterfacesComprehensive guide to integrating LangChain with Ollama for local LLM usage, featuring graph-based conversation orchestration, persona-driven responses, CLI and GUI interfaces, and iterative multi-round conversations.LangChainOllamaLLMAIPythonGraph-based Orchestration
Oct 18, 2024Complete Full-Stack AI Persona Generator: Django REST API + React Frontend with Ollama IntegrationComprehensive tutorial for building a sophisticated full-stack application using Django backend with REST API, React TypeScript frontend, and Ollama LLM integration for AI-powered persona-based content generation.DjangoReactAIOllamaLLMPersona
Oct 9, 2024Building AI Persona-Based Content Generator: Complete Python Tutorial with Jekyll IntegrationStep-by-step guide to creating an intelligent blog post generator using Python, LLMs, and Jekyll. Learn to analyze writing styles, extract personas, and automate content creation with complete code examples.AILLMContent GenerationPythonPersona AnalysisJekyll

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