[{"data":1,"prerenderedAt":130},["ShallowReactive",2],{"/works/abide-robotics":3},{"id":4,"title":5,"body":6,"description":122,"extension":123,"meta":124,"navigation":125,"path":126,"seo":127,"stem":128,"__hash__":129},"works/works/abide-robotics.md","Abide Robotics",{"type":7,"value":8,"toc":119},"minimark",[9],[10,11,14,21,26,93],"case-study",{":stats":12,"link":13},"[{\"value\":\"5\",\"label\":\"resident pilot secured in assisted living\"},{\"value\":\"96\",\"label\":\"benchmark scenarios scored by LLM judges — 13 synthetic personas\"},{\"value\":\"4\",\"label\":\"engineers led — 476 commits, 67 PRs in 6 months\"},{\"value\":\"6-layer\",\"label\":\"memory system across 4 datastores\"}]","https://abide-robotics.com",[15,16,18],"template",{"v-slot:title":17},"",[19,20,5],"p",{},[15,22,23],{"v-slot:subtitle":17},[19,24,25],{},"AI robot assistant for assisted living",[15,27,28,31,34,41,46,49,90],{"v-slot:overview":17},[19,29,30],{},"Abide Robotics is building a 24/7 robotic companion for older adults — filling the gaps left by an understaffed workforce and providing a constant ease of loneliness, one of the leading causes of mental decline.",[19,32,33],{},"I lead engineering and product at Abide: I architected and built the robot's core AI system — the \"brain\" — and lead a four-engineer team across software and hardware. The system is built for a HIPAA-compliant environment, with a five-resident pilot launching in an assisted living facility.",[19,35,36],{},[37,38],"img",{"alt":39,"src":40},"Abide Robotics — \"The constant companion\"","/projects/abide-robotics/landing.png",[42,43,45],"h3",{"id":44},"what-i-built","What I Built",[19,47,48],{},"The system uses a 6-layer memory retrieval pipeline to provide meaningful, personalized interactions with residents:",[50,51,52,60,66,72,78,84],"ul",{},[53,54,55,59],"li",{},[56,57,58],"strong",{},"Immediate memory"," — recent conversation context (TimescaleDB)",[53,61,62,65],{},[56,63,64],{},"Global semantic memory"," — cross-conversation vector search (Qdrant)",[53,67,68,71],{},[56,69,70],{},"Local semantic memory"," — within-conversation context (Qdrant)",[53,73,74,77],{},[56,75,76],{},"Knowledge graph"," — causal chains and entity relationships (Neo4j)",[53,79,80,83],{},[56,81,82],{},"Facts & observations"," — extracted, persistent knowledge about each resident",[53,85,86,89],{},[56,87,88],{},"User profile"," — preferences, routines, and personal history",[19,91,92],{},"This lets the robot remember residents, track their preferences, and have genuinely contextual conversations over time — not just stateless Q&A.",[15,94,95,101,107],{"v-slot:details":17},[19,96,97,100],{},[56,98,99],{},"Tech:"," Python, FastAPI, Neo4j, TimescaleDB, Qdrant, Redis, Vue.js, Nuxt",[19,102,103,106],{},[56,104,105],{},"Role:"," Engineering & product lead — core AI architecture, 4-engineer team, HIPAA compliance, pilot operations",[19,108,109,112,113],{},[56,110,111],{},"Status:"," Live — ",[114,115,118],"a",{"href":13,"rel":116},[117],"nofollow","abide-robotics.com",{"title":17,"searchDepth":120,"depth":120,"links":121},2,[],"AI robot assistant for assisted living facilities","md",{},true,"/works/abide-robotics",{"title":5,"description":122},"works/abide-robotics","D4LlHSE-M-hssMJcrXB-abYsQLapBCVYntBgKmhFhMQ",1785267508965]