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UniverseScripts/README.md
Typing SVG

Workspace Vercel Gumroad

GitHub Stats Top Languages

── Operational Technology Matrix

Tech Stack

── Enterprise Systems Architecture

System: Enterprise Edge Cluster (South-East Asia)
Status reflects automated telemetry synchronization on Kubernetes edge node via synchronized Prometheus metrics

Public Routing Matrix (B2B Latency)

A globally routable, zero-trust edge inference node engineered to serve B2B payloads without hyperscaler cloud billing.

Routing to: LLMOps

Router

── Production-Grade Projects

Tier 1 — High-Stakes Systems Engineering

🩺 Pulsemind
CNN-First Inference Pipeline
Guardrail Latency: <120ms

Critical-care telemetry processor running PyTorch CNN models on edge nodes, conditionally gating high-cost vLLM endpoints.
🌩️ Weatherise
Circuit-Breaker Consensus Pipeline
Stream SLA p99: <2000ms

Low-latency meteorological ingestion combining 6 REST targets with NVIDIA Earth-2 surrogates and Qdrant RAG.

Pulsemind

Weatherise

Tier 2 — Decoupled Patterns & Infrastructure

🧠 Develarper
LLMOps Workload Router
SLM Accuracy: 94.5%

Intent-classified hybrid router that dynamically splits workloads between local SLMs and cloud LLMs with AST validation.
⚡ Roomie
Real-Time Coordination Layer
Vector Match Latency: <12ms

Python FastAPI gateway with in-memory WebSocket orchestration and custom cosine similarity matching.

Develarper

Roomie

── Institutional Verification Grid

Verification Registry Token Issuing Node Timestamp Status
UTS Dean's List 2026 University of Technology Sydney 2026-07-09 [VERIFIED]
Top 10 Finalist NVIDIA's Vietnam AI Open Hackathon 2026-06-09 [VERIFIED]
Next.js App Router Fundamentals Vercel 2026-02-20 [VERIFIED]
Generative AI with LLMs DeepLearning.AI / AWS 2026-01-02 [VERIFIED]
Top 30 Finalist Award Google Hackathon 2026-01-01 [VERIFIED]
AWS Cloud Practitioner Essentials Amazon Web Services 2025-12-03 [VERIFIED]

── Production Boilerplates & Assets

── Telemetry & Documentation

  • [LinkedIn] - Professional network and enterprise opportunity pipeline.
  • [X] - Real-time technical commentary, architectural transitions, and system telemetry.
  • [YouTube Shorts / TikTok / Instagram] - Condensed technical broadcasts and visual documentation of the DevOps lifecycle.

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  1. nextjs-marketplace-free nextjs-marketplace-free Public

    This is the Open Source UI version of the **Marketplace Starter Kit**.

    TypeScript 1

  2. llmops llmops Public

    A globally routed, zero-cost edge inference node for quantized LLMs. Bypasses hyperscaler GPU costs utilizing Docker, FastAPI threadpools, in-memory rate limiting, and Cloudflare Zero Trust tunnels.

    Python

  3. local-rag-api local-rag-api Public

    An enterprise-grade, Dockerized RAG (Retrieval-Augmented Generation) API boilerplate. Engineered for immediate deployment in production environments, this backend solution provides the foundational…

    Python

  4. develarper develarper Public

    Python 2

  5. pulsemind-ai pulsemind-ai Public

    Forked from 70kg-bug/bki

    Jupyter Notebook

  6. weatherise-ai weatherise-ai Public

    Forked from khanhtuongnakitomo/WeatherRise-2026

    Python 1