Software built with Python

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        Relay
        Relay

        Accessibility should not require giving someone your whole life: Relay turns complex paperwork into guided steps and single-question helper links.

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        Velvety: Q&A chatbox
        Velvety: Q&A chatbox

        Ai powered simple ChatBox, built with Streamlit & Gemini. It answers every question in until 12 question limit, after that it acts like it had a meltdown answering so much facts, and goes fun mode.

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        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.

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        infrasec
        infrasec

        AI does the work, deterministic code decides, a human approves production

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        Neonet
        Neonet

        Agentic vision Intelligence to reason across CCTV feeds in beaches.

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        GridFlow AI
        GridFlow AI

        A stateful, cyclic multi-agent execution grid with 3-tier memory, ChromaDB RAG (cosine >= 0.72), RBAC tool sandboxing, and an AST circuit-breaker that self-heals code before delivery.

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        ReproLens
        ReproLens

        Turn scattered bug evidence into an issue you can check, correct and share.

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        Apprentice
        Apprentice

        Our hack: prove an agent can teach a small model one job, test it on tickets it never saw, and ship it only if it wins, all on a $1 budget.

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        Actuality
        Actuality

        Actuality is an AI-powered, offline-first inventory management system designed to help Nigerian SMEs, pharmacies, retail shops, and other businesses manage their stock more efficiently.

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        Nigiwai: Soundcheck any act on your crowd
        Nigiwai: Soundcheck any act on your crowd

        Qloo's taste graph scores how well an act fits each group in a venue's crowd, before it is booked. The score is computed in code and every Qloo call is shown. Live, open source, no sign-up to try.

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        Atari
        Atari

        Automation trust that is earned, not configured

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        Privacy Guard
        Privacy Guard

        A deterministic engine traces personal data through every merge request. GitLab Duo flows fix each potential leak, re-run the engine to verify the fix, and leave the merge to a person.

        1
        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.

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        Mileo
        Mileo

        Turn your commute into a learning opportunity, one small session at a time.

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        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.

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        Red to Green
        Red to Green

        An assisted incident-learning prototype turning failed GitLab CI pipelines into human-approved fixes and reusable team takeaways with GitLab Duo.

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        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.

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        ISIE: Indian Strategic & Intelligence Resilience Engine
        ISIE: Indian Strategic & Intelligence Resilience Engine

        An AI-powered decision-intelligence engine that fuses fragmented live data to run real-time simulations, stress-test responses, and dynamically generate risk, capacity, and relocation intelligence.

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        ClipCup
        ClipCup

        Repurposing long landscape videos into vertical shorts for TikTok, Reels, and YouTube Shorts currently demands hours of manual trimming and keyframe tracking.

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        DemoTrace
        DemoTrace

        DemoTrace checks which claims your demo video actually proves: each one is marked Shown, Told only or Missing, with timestamped evidence, so you can fix the recording before anyone watches it.

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        Count Me In
        Count Me In

        Agents that keep volunteer shifts covered: GitLab Duo flows catch broken contracts, fix them in reviewable merge requests, and prove every change before a person approves.

        1
        NeonClaw: Distributed Dual Personal AI Agent
        NeonClaw: Distributed Dual Personal AI Agent

        A dual personal AI agent running on laptop and home server in parallel as "1" powered by NVIDIA Nemotron, OpenShell, Hermes Agent, and Nebius Serverless with sovereign memory and autonomous workflow

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        DataLena AI
        DataLena AI

        Analyze spreadsheets with AI, discover evidence-backed insights, investigate anomalies, build custom analyses, and simulate scenarios with verifiable calculations and interactive charts.

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        LLM Agent Suite — Unified Console & Rare Earths Meta
        LLM Agent Suite — Unified Console & Rare Earths Meta

        LLM Agent Suite — Unified Console & Rare Earths Meta

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