Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Article . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

APEX AI — MULTI-MODEL HYBRID CHATBOT ASSISTANT FOR HYBRID ONLINE AND OFFLINE ENVIRONMENTS

Authors: Mr. Mageshkumar, Dr. Sangeetha Radhakrishnan;

APEX AI — MULTI-MODEL HYBRID CHATBOT ASSISTANT FOR HYBRID ONLINE AND OFFLINE ENVIRONMENTS

Abstract

APEX AI is a full-stack, multi-model hybrid chatbot assistant designed to deliver intelligent conversationalcapabilities in both online and offline environments. Built on a FastAPI backend and a single-page responsivefrontend, the system integrates four large language models — Groq Llama 3.3 70B, Google Gemini Flash 1.5,Ollama Phi-3, and Ollama TinyLlama — providing seamless automatic switching between cloud-based andlocally hosted inference engines depending on internet availability. The platform supports multimodal inputsincluding text, images (via Gemini vision), and file uploads, real-time DuckDuckGo web search, and browsernative voice input. Session state is managed entirely in-memory using Python dictionaries, ensuring zero-databaseoverhead and rapid deployment. Experimental evaluation confirms sub-500 ms latency for online models andgraceful offline degradation without user-visible interruption, making APEX AI a practical solution forconnectivity-constrained environments.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average