https://gaitai.in/insights/Ideas, research, product stories and the latest from GaitAI.enWed, 14 Oct 2026 00:00:00 GMThttps://gaitai.in/insights/what-is-a-personal-movement-baseline/https://gaitai.in/insights/what-is-a-personal-movement-baseline/Wed, 14 Oct 2026 00:00:00 GMTGaitAI ResearchA population reference says where a person sits among strangers; a personal baseline says whether they have changed. What a baseline is made of, how many observations it needs, when it moves, and what it can and cannot say.mobilitymovement-intelligenceresearchhttps://gaitai.in/gaitai-care/launch/https://gaitai.in/gaitai-care/launch/Tue, 13 Oct 2026 12:18:08 GMTGaitAI Research LabsGaitAI Research Labs launches GaitAI Care, a personal and family health-record platform for web and Android: medical documents, medicines, vaccinations and a chronological health history in one private place.product-updatescompany-newshttps://gaitai.in/insights/a-good-model-can-still-be-a-bad-system/https://gaitai.in/insights/a-good-model-can-still-be-a-bad-system/Wed, 07 Oct 2026 00:00:00 GMTGaitAI ResearchA model can be right on every frame while the system around it fails: dropped frames, stalled inference, a network that swallows an alert, an interface that hides it, a person who has stopped trusting it. Model quality is one link in the chain.engineeringmovement-intelligencehttps://gaitai.in/insights/can-a-skeleton-still-reveal-identity/https://gaitai.in/insights/can-a-skeleton-still-reveal-identity/Wed, 30 Sep 2026 00:00:00 GMTGaitAI ResearchRGB, face removed, silhouette, skeleton, joint trajectories: each representation removes some identifying cues and keeps others. Where identity disappears depends on storage, combination, persistence and purpose — not on the picture alone.responsible-aimovement-intelligenceresearchhttps://gaitai.in/insights/camera-angle-changes-what-ai-sees/https://gaitai.in/insights/camera-angle-changes-what-ai-sees/Wed, 23 Sep 2026 00:00:00 GMTGaitAI ResearchA camera records a projection of a walk, not the walk. The angle decides which signals survive the flattening — knee flexion, stride width, timing, foot trajectory, body path — and a movement system has to be honest about which it has.engineeringmovement-intelligenceresearchhttps://gaitai.in/insights/what-does-gait-symmetry-actually-mean/https://gaitai.in/insights/what-does-gait-symmetry-actually-mean/Wed, 16 Sep 2026 00:00:00 GMTGaitAI ResearchSymmetry compares the left side of a walk with the right — but stance, swing and step timing can each be asymmetric on their own, nobody is perfectly symmetric, and what a change means depends on the baseline it is read against.movement-intelligencemobilityresearchhttps://gaitai.in/insights/when-pose-estimation-lies/https://gaitai.in/insights/when-pose-estimation-lies/Wed, 09 Sep 2026 00:00:00 GMTGaitAI ResearchPose estimators almost always return a plausible skeleton. The failures that matter are the ones that still look like a person: a misplaced ankle, crossed legs, a foot that vanishes — and every gait measure downstream inherits them.movement-intelligenceengineeringresearchhttps://gaitai.in/insights/from-walking-video-to-movement-intelligence/https://gaitai.in/insights/from-walking-video-to-movement-intelligence/Wed, 26 Aug 2026 00:00:00 GMTGaitAI ResearchA walking video looks simple. Turning it into reliable movement intelligence is not. Inside the pipeline from capture and pose estimation to gait features, sensor fusion and actionable outputs.movement-intelligenceresearchhttps://gaitai.in/insights/your-walk-is-more-than-a-biometric/https://gaitai.in/insights/your-walk-is-more-than-a-biometric/Wed, 19 Aug 2026 00:00:00 GMTGaitAI ResearchGait has often been studied as a biometric signature. But human movement can carry information about mobility, recovery, functional change, risk and safety context as well.movement-intelligencemobilityresearchhttps://gaitai.in/insights/movement-intelligence-without-identification/https://gaitai.in/insights/movement-intelligence-without-identification/Wed, 12 Aug 2026 00:00:00 GMTGaitAI ResearchMany movement-intelligence tasks do not inherently require identity. A privacy-aware architecture starts by asking what information the task actually needs.responsible-aimovement-intelligencehttps://gaitai.in/insights/fall-risk-is-a-trend-not-a-number/https://gaitai.in/insights/fall-risk-is-a-trend-not-a-number/Wed, 05 Aug 2026 00:00:00 GMTGaitAI ResearchA single assessment tells us how someone moves today. Longitudinal movement analysis asks the more useful question: how is that movement changing?mobilitymovement-intelligencehttps://gaitai.in/insights/when-fusion-looks-better-than-it-is/https://gaitai.in/insights/when-fusion-looks-better-than-it-is/Wed, 29 Jul 2026 00:00:00 GMTGaitAI ResearchMore modalities and more complex fusion do not automatically mean better evidence. Five questions that expose whether a multimodal result is genuinely convincing.researchresponsible-ai