<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Hakilix Labs Research</title><link>https://www.hakilix.co.uk</link><description>Research, engineering and independent literature</description><item><title>A research-first approach to Hakilix Care</title><link>https://www.hakilix.co.uk/news/a-research-first-approach</link><guid>https://www.hakilix.co.uk/news/a-research-first-approach</guid><description>Setting out the questions, evidence boundaries and engineering direction.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Evaluation before prediction</title><link>https://www.hakilix.co.uk/discoveries/evaluation-before-prediction</link><guid>https://www.hakilix.co.uk/discoveries/evaluation-before-prediction</guid><description>Why a fall-event classifier is not evidence of future fall prediction.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Uncertainty-aware mobility summaries</title><link>https://www.hakilix.co.uk/innovations/uncertainty-aware-mobility</link><guid>https://www.hakilix.co.uk/innovations/uncertainty-aware-mobility</guid><description>A future direction for showing what a sensing system does not know.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Hakilix interface prototype</title><link>https://www.hakilix.co.uk/projects/hakilix</link><guid>https://www.hakilix.co.uk/projects/hakilix</guid><description>A care-support interface prototype with simulated digital-twin workflows. Its clinical-record functions are not part of this research website.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Hakilix Core</title><link>https://www.hakilix.co.uk/projects/hakilix-core</link><guid>https://www.hakilix.co.uk/projects/hakilix-core</guid><description>Research-oriented edge and backend prototype. The repository documents simulated hardware inputs. Clinical validation is not independently established.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Digital phenotyping platform</title><link>https://www.hakilix.co.uk/projects/hakilix-digital-phenotyping-platform</link><guid>https://www.hakilix.co.uk/projects/hakilix-digital-phenotyping-platform</guid><description>Research platform documentation for non-optical home phenotyping and longitudinal baselines. Proposed study phases must not be interpreted as completed studies.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Hakilix Nexus: industrial edge telemetry</title><link>https://www.hakilix.co.uk/projects/hakilix-et</link><guid>https://www.hakilix.co.uk/projects/hakilix-et</guid><description>An industrial telemetry demonstration with simulated signals and deployment scaffolding. This is engineering material, not clinical evidence.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Trust-aware retrieval &amp; memory security</title><link>https://www.hakilix.co.uk/projects/t-rag-sec</link><guid>https://www.hakilix.co.uk/projects/t-rag-sec</guid><description>A security engineering harness documenting retrieval provenance, temporal claims, memory gates and deterministic action authorization. Effectiveness has not been independently evaluated here.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Contactless sensing</title><link>https://www.hakilix.co.uk/research/ambient-radar-sensing</link><guid>https://www.hakilix.co.uk/research/ambient-radar-sensing</guid><description>Investigating the relationship between radio reflections and observable human movement.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Edge intelligence</title><link>https://www.hakilix.co.uk/research/edge-intelligence</link><guid>https://www.hakilix.co.uk/research/edge-intelligence</guid><description>Exploring compact models that process movement features near the sensor.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Hakilix Care: contactless mobility intelligence</title><link>https://www.hakilix.co.uk/research/hakilix-care</link><guid>https://www.hakilix.co.uk/research/hakilix-care</guid><description>A proposed research framework for fixed radar sensing, mobility measurement and responsible edge intelligence.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Mobility over time</title><link>https://www.hakilix.co.uk/research/longitudinal-mobility</link><guid>https://www.hakilix.co.uk/research/longitudinal-mobility</guid><description>Research questions about within-person patterns, missing observations and uncertainty.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Local feature processing</title><link>https://www.hakilix.co.uk/technology/edge-ai</link><guid>https://www.hakilix.co.uk/technology/edge-ai</guid><description>A proposed approach to limiting raw-data movement while measuring model uncertainty.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Fixed mmWave radar</title><link>https://www.hakilix.co.uk/technology/mmwave-radar</link><guid>https://www.hakilix.co.uk/technology/mmwave-radar</guid><description>A conceptual signal chain from radio reflections to motion features.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Radar-Based Fall Detection: A Survey</title><link>https://www.hakilix.co.uk/publications/radar-fall-detection-survey</link><guid>https://www.hakilix.co.uk/publications/radar-fall-detection-survey</guid><description>A review of radar representations, classification approaches and the challenges of reliable real-world fall detection.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Monitoring gait at home with radio waves in Parkinson’s disease: A marker of severity, progression, and medication response</title><link>https://www.hakilix.co.uk/publications/radio-wave-gait-monitoring</link><guid>https://www.hakilix.co.uk/publications/radio-wave-gait-monitoring</guid><description>An observational study examining passive radio-based gait measures and their association with disease assessments over time.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>Walking Step Monitoring with a Millimeter-Wave Radar in Real-Life Environment for Disease and Fall Prevention for the Elderly</title><link>https://www.hakilix.co.uk/publications/walking-step-monitoring</link><guid>https://www.hakilix.co.uk/publications/walking-step-monitoring</guid><description>An investigation of radar-derived walking patterns and step timing against reference measurements.</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item></channel></rss>