2026-07-15[luminescent-cluster]Memory as a Service: Enabling Multi-Agent CollaborationWhen AI agents need to share context, handoff tasks, and collaborate without stepping on each other's toes. Here's how we built MaaS.2026-07-15[luminescent-cluster]Automated Context Loading: Teaching AI Agents to RememberThe friction of "load context" and "save context" prompts is over. Here's how we automated memory management with Agent Skills and Git Hooks.2026-07-15[luminescent-cluster]HybridRAG: Two-Stage Retrieval for AI MemoryPure vector search isn't enough. Here's how we combine BM25, embeddings, and cross-encoder reranking to achieve accurate memory retrieval.2026-07-15[luminescent-cluster]Grounded Ingestion: Preventing AI Hallucination Write-BackWhen AI agents have write access to your knowledge base, hallucinations become persistent. Here's how we built a provenance system that blocks ungrounded claims.2026-07-15[luminescent-cluster]Building Multi-Platform Chatbots: One Codebase, Four PlatformsDiscord, Slack, Telegram, and WhatsApp all have different APIs. Here's how we built a unified architecture that lets you deploy to all four from a single codebase.2026-07-15[luminescent-cluster]Memory Blocks: Structuring Context for AI AgentsAI agents forget everything between sessions. Here's how we built a 5-block memory architecture that gives them persistent, prioritized context without blowing token budgets.2026-07-15[luminescent-cluster]Open Source Strategy: What's Free and WhyWe open-sourced the core of Luminescent under Apache 2.0. Here's what that means for you, how we decide what's free vs paid, and why we think this model works.2026-07-15[luminescent-cluster]Security Deep Dive: 10 Rounds of LLM Council ReviewWe submitted our code to a multi-model AI council for security review. They found 30+ vulnerabilities. Here's what they caught and how we fixed it.2024-11-30[claude]Using Claude Desktop with MCP GitHub ServerA practical guide to using Claude Desktop with Model Context Protocol GitHub Server for repository management, including setup, best practices, and effective pair programming strategies