Local task classifier and dispatcher on RTX 3080

In plain words

Resilient Workflow Sentinel is an offline AI agent that classifies task urgency as low, medium, or high and assigns work to available candidates based on availability. Built to run on an RTX 3080 GPU, it processes sensitive data locally without requiring cloud services or additional tools. Designed for teams using Jira and Slack, it automates task prioritization and dispatch that would otherwise require manual review, keeping all information on-premise.

written from the facts on this page · September 2026

From the sources

Local, offline 7B LLM task orchestrator — analyzes urgency, debates assignment, balances load. Runs on RTX 3080/4090. Chaos mode included. - resilientworkflowsentinel/resilient-workflow-sentinel

Resilient Workflow Sentinel (RWS) is an independent open-source project managed by the RWS Core Team. 📢 Note on Authenticity : This is the only official repository for RWS. Any third-party platforms claiming "Core Team" status or citing launch dates prior to January 2026 are unofficial and unaffiliated. For verified documentation and the 2026 Roadmap, please refer to this GitHub and our official domain. Local demo of LLM-powered orchestrator for intelligent task routing. # create venv python -m venv .venv .venv \S cripts \a ctivate # install requirements pip install -r requirements.txt # download local LLM model python models/download_model.py # start LLM service (port 8000) uvicorn…from github.com

In the maker’s words, at launch

Hi HN, I am shubham a 3d artist who learned coding in college as an I.T. graduate know logics but not an expert as i just wanna try my hands on to ai So i built Resilient Workflow Sentinel this is offline ai agent which classify urgency (Low,Medium and HIgh) and dispatches to the candidates based on availability Well…

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