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Akhil Ageer

Research

Six lines, one constraint

A model, a map, or a classroom critique is only allowed to act on what it can identify. The projects below are different surfaces of that claim — live detours, disagreement among commercial maps, and the scoring of student critique.

  1. 01Aether Braid2026Identification-Constrained Closed-Loop NavigationA live-detour loop that treats the recommended route as a treatment assignment, and infers blockage only when an assigned approaching cohort exists.
  2. 02Multi-Map ETA2025–26A virtual sensor from six commercial mapsA 24/7 fault-tolerant pipeline collecting synchronized ETAs from Google, HERE, TomTom, MapQuest, Waze, and Apple Maps — and a disagreement index for the routes they will not agree on.
  3. 03CLEAR-AI2026Critical AI literacy for K–12 financial educationA Scaffold–Engage–Apply critique workflow, a 14-type error taxonomy, and a hybrid multi-agent pipeline that scores student critiques without breaking experimental control.
  4. 04WebXR Spatial Computing2025Gesture-driven, context-aware human–AI interactionA spatial computing framework centered on gesture and context, with large language models inside the environment rather than beside it.
  5. 05MaayaWay Magic Mirror2025A gesture-controlled agentic surfaceA custom hardware interface on NVIDIA Jetson Orin Nano and Mac: a gesture-controlled interactive smart mirror with agentic capabilities.
  6. 06Generative Lexical-Visual System2025From definition to sceneA framework that uses large language models to translate abstract dictionary definitions into concrete, illustrative visual scene descriptions.