triage-automation

A Vulnerability Intelligence and Decision Support Engine — Making Vulnerability Triage Faster and Remediation Decisions Explainable

A high-performance hospital ER triage system in C11 using dynamic binary max-heaps for $O(\log n)$ clinical prioritization and linked lists for patient history.

Swift 6 CI failure analysis for Apple platforms: xcodebuild/xcresult parser, Auto-Remediation via LLM, Claude API, actor-based flaky test tracker

Autonomous issue-triage operator — checks every new issue against your docs, then replies, labels, closes, or escalates. Runs live in production on a local 8B model; safety enforced by the harness, guardrails pinned by pytest.

An example AI model for a specific company, not for production use.

VARUNA: The AI-Native Nervous System for Healthcare Facilities. An event-driven, multi-agent system that orchestrates real-time ED triage and resource allocation to transform hospital chaos into coordinated action.

Autonomous 2-sub-agent queue triage engine built with TypeScript & Groq (qwen3.8-27b). Features PII/security prompt-injection guardrails, Zod structured outputs, idempotent storage, observability traces, and automated eval metrics.

Automated ER Triage Optimizer using PySpark to classify patients into RED, YELLOW, or GREEN priority levels from self-reported symptoms. Uses PCA for feature reduction and a distributed Random Forest model for scalable, accurate triage prediction under high patient loads.

An AI agent that triages support tickets into structured, schema-validated records, plus a React dashboard to review the results and an eval harness that scores the agent against hand-labeled ground truth.

Explainable AI-powered Emergency Department Triage & Dynamic Patient Prioritization using Reinforcement Learning.

Stay ahead of security risk by streamlining vulnerability triage end to end. This n8n workflow automation ingests Snyk findings, prioritizes issues, logs details in Airtable, creates Jira tickets and notifies teams in Slack. A practical n8n workflow template for faster remediation and security visibility.

Queue Sentinel — autonomous ops triage agent for Microsoft Agent Academy Special Ops track

Triage issues/merge requests automatically using highly rich yaml file

A review-gated memory/source-truth system for teams of AI agents.