MLManuel Langinai-control-plane.hashnode.dev·5d ago · 12 min readThe Garden Nobody Else Could ReadWith the rise of AI, you probably heard about Knowledge graphs (maybe without deep understanding), but what about Ontology and Semantic Layer? They answer a very fundamental question: where does the k00
TBTanmay Bhurkundeinquery-to-scale.hashnode.dev·Aug 6 · 4 min readRAGnarok Part 1: Why I'm Building an Enterprise Knowledge Assistant (Not Another "Chat With Your PDF")Building an Enterprise RAG System in Public — A Data Engineer's Log Starting a series: RAGnarok I'm kicking off RAGnarok — a build-in-public series where I go from RAG fundamentals to a genuinely pro00
VGVaibhav Gargindustspeck.xyz·Aug 1 · 6 min readHow RAG and OKF Work Together for AI AgentsWhen Google published Open Knowledge Format (OKF), a claim spread fast: RAG is dead. That is the wrong takeaway. RAG and OKF are not rivals. They answer different questions. RAG is a retrieval techn00
BTBiz tech pulse hubinbiztechpulsehub.hashnode.dev·Jul 30 · 1 min readWhy Every Business Needs an AI Knowledge Management SystemEvery business generates valuable knowledge but finding the right information at the right time is often a challenge. Documents, emails, support tickets, and internal databases quickly become difficul00
SSapotaCorpinsapotacorpvn.hashnode.dev·Jul 12 · 9 min readSalesforce Knowledge: authoring, approval, archiving, and searchMost Knowledge bases I inherit are not broken because the content is bad. They are broken because nobody decided who writes, who approves, who publishes, and who retires an article, so all four jobs c00
MLMartin Lepageinpharos-ai.hashnode.dev·May 7 · 6 min readInside an AI-native Obsidian vault: the architecture of persistent agent memoryInside an AI-native Obsidian vault: the architecture of persistent agent memory Most AI agent memory systems fall into one of two failure modes. Too flat: A single CLAUDE.md or AGENTS.md that grows into a wall of text. The agent reads all of it on ev...00
MLMartin Lepageinpharos-ai.hashnode.dev·May 7 · 6 min readWriting Notes for AI, Not for Humans — The Structural Differences That MatterWhen you write a note for yourself, you're writing for a reader who shares your context. You know what project this belongs to. You know what decisions led here. You know which parts are settled and which are still open. You can afford shorthand, par...00
MLMartin Lepageinpharos-ai.hashnode.dev·May 7 · 7 min readThe Active Constraints Note: The One File That Stops AI from Violating Your Project RulesEvery project has rules the AI doesn't know about. Not requirements — those are usually in the spec. Not goals — those are in the brief. Rules: the non-obvious constraints that have accumulated through decisions, negotiations, discoveries, and hard l...00
MLMartin Lepageinpharos-ai.hashnode.dev·May 7 · 6 min readThe Open Questions Protocol: How to Stop AI from Filling In What It Doesn't KnowThere's a failure mode in AI-assisted work that's almost invisible until you know to look for it. Questions that haven't been answered don't stay open in the AI's working model. They get filled in. If you're working on an API design and it's genuinel...00
MLMartin Lepageinpharos-ai.hashnode.dev·May 7 · 8 min readHow to Write AI Skill Guides That Replace Prompt EngineeringPrompt engineering has a maintenance problem. You write a careful prompt for a task you do repeatedly — synthesizing research notes, auditing link hygiene, archiving stale material. It works. You save it in a prompts folder. Three months later you ca...00