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FRIDAY — FRIDAY

FRIDAY AI — An intelligent, vision-powered AI assistant that sees, understands, speaks, and acts.

Agentic Vision Pipeline Repair (AVPR) — Agentic Vision Pipeline Repair (AVPR)

An OpenCV 5-powered agent that diagnoses vision pipeline errors, proposes targeted parameter repairs, evaluates detection quality, and accepts or rolls back changes using a measurable feedback loop.

ShelfWatch Agent — ShelfWatch Agent

An agentic OpenCV 5 vision system on AWS that checks shelf photos, re-inspects uncertain spots, and drafts restock orders for a human to approve.

EXPLAINABLE MATHEMATICAL DETECTION OF SYSTEM ANOMALIES — EXPLAINABLE MATHEMATICAL DETECTION OF SYSTEM ANOMALIES

SentinelGraph uses mathematics, graph theory, and AI to detect coordinated system anomalies, visualize suspicious patterns, and explain security alerts through an interactive Python-powered dashboard.

TraceZero — TraceZero

Find the data that deletion requests leave behind. TraceZero audits evidence across systems to uncover surviving personal data, missed deletions, and restoration risks.

WaterGUARD — WaterGUARD

Maps flood impact, damaged bridges and cut-off villages from free satellite data in minutes, with a fact-checked bilingual (English/Nepali) copilot that never states a number the maps can’t back up.

Unsent — Unsent

Practice texting a friend who’s struggling, so when it’s real, it’s not your first time.

Self-Correcting Vision Agent for Industrial Safety Cameras — Self-Correcting Vision Agent for Industrial Safety Cameras

A safety-camera agent that checks if each frame can be trusted, fixes dark or blurry frames with OpenCV 5 tools (local or AWS Lambda), and hands unclear cases to a person instead of guessing.

VoltVision AI: Hazard Detection for Electrical Grid — VoltVision AI: Hazard Detection for Electrical Grid

VoltVision AI uses OpenCV and AWS Serverless to visually detect electrical sparks and smoke in power grids, triggering instant IoT alerts to prevent fires and catastrophic equipment failure.

FlowSentry Desk — FlowSentry Desk

A triage agent for the alerts a network detector refuses to call: it cites every claim, abstains on conflict, and can never close a case on its own say-so.

Touchline AI — Touchline AI

Touchline AI turns phone clips of soccer into tactical analysis. An OpenCV 5 agent catches its own mistakes, reruns bad segments, and asks a coach when it can’t fix them.

MRI VisionGuard — AI Brain Tumor Detectio — MRI VisionGuard — AI Brain Tumor Detectio

AI-powered brain MRI analysis system built with PyTorch/OpenCV that detects potential tumors, visualizes predictions using Grad-CAM, and evaluates image quality and model reliability

WEB&SHOP — WEB&SHOP

Turn product photos into reviewed stock updates and smarter shopping.

Kahu Ola SmokeWatch — Kahu Ola SmokeWatch

OpenCV 5 on AWS scans GOES-18 every 10 min for Hawaiʻi wildfires; a Claude agent gathers evidence, a human approves. Lahaina replay: flagged ~6 h before polar satellites.

WaterGuard:Agent that looks twice at flood damage from space — WaterGuard:Agent that looks twice at flood damage from space

Free satellite data → a flood-damage and who-is-cut-off map in minutes, then an OpenCV 5 agent re-aligns, zooms and looks again before a human signs off. Live on AWS.

Avatar

The future of compute is in creating personalized solutions for people. Avatar is the tool that will kickstart digital twinning, starting with digital avatars for user manipulation.

GATTACA: Measure the leak, not the fear. — GATTACA: Measure the leak, not the fear.

Your peace-sign selfie went viral as a security threat. We measured if it actually is.

RippleEffect-AI — RippleEffect-AI

Build smarter without disrupting nature. RippleEffect AI simulates how urban development changes the environment and helps communities compare solutions to make the decisions better.

SkyWall — SkyWall

SkyWall is a multi-agent counter-UAS defense stack that detects, tracks, and defeats hostile drone swarms before they reach a high-value target.

RiverWatch — RiverWatch

OpenCV 5 reads the water level from existing river cameras; an Amazon Nova agent forecasts closures, flags broken gages and asks a human to close flooded low-water crossings.

neuroSim — neuroSim

neuroSim maps disease genes to affected neurons and simulates how damage spreads through the fly brain, making neural circuits easier to research, visualize, and learn.

Parallax — Parallax

Your AI reads what you can't see. Parallax finds hidden instructions in web pages, emails and files, and stops your assistant from acting on them.

FreshTrace: Bayesian EVSI Post-Cyclone Water Retesting — FreshTrace: Bayesian EVSI Post-Cyclone Water Retesting

Budget-aware post-cyclone water-source retesting using Normal-Normal quadrature EVSI, dual-queue scheduling, and auditable intervention assessment.

ShiftFeel 70 — ShiftFeel 70

ShiftFeel 70 is a keyboard concept with two dials to choose linear, tactile, or clicky feedback and tune resistance to your dexterity and sensory needs, without swapping switches.