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Showing posts with the label Artificial Intelligence

SUDO SPANDR: The Complete Technical Architecture & Master Forensic Treatise

SUDO SPANDR - Comprehensive Technical Architecture & Forensic Compendium AICTE SIH 2026 Problem Statement #26106 Sovereign Defense Grade SUDO SPANDR: Complete Technical Architecture & Master Compendium Autonomous Email Forensics, Reverse-Engineering Autopsy, Dual-Sandbox Detonation & Enterprise Security Gateway (ESG) ka sampurna technical analysis. 1. Executive Summary & Problem Statement #26106 Analysis 1.1 2026 ka Strategic Email Threat Landscape Current digital ecosystem mein electronic mail (RFC 5321/5322) pure enterprise, banking, defense logistics aur governance ka sabse critical backbone hai. Lekin iska original open architecture bina kisi built-in cryptographic validation ke banaya gaya tha, jiske chalte modern adversaries ke liye email sabse bada attack vector (MITRE ATT&CK T1566: Phishing) ban chuka hai. CERT-In aur ...

Going Autonomous: How Auto-SRE Automates Incident Response and Self-Healing with LangGraph and Splunk MCP

Going Autonomous: How Auto-SRE Automates Incident Response and Self-Healing By Neeshant  A deep dive into an enterprise-grade agentic site reliability assistant powered by LangGraph, Splunk MCP, and automated rollback workflows. The Dawn of Agentic Site Reliability Engineering In modern cloud systems, microservice architectures have solved the challenges of scale and agility, but they have simultaneously turned debugging into a complex, distributed puzzle. When an outage occurs in production, every second represents lost revenue, compromised SLA thresholds, and customer frustration. The typical workflow of resolving high-severity incidents has historically remained manual. An engineer is paged at 3:00 AM, logs into an observability panel like Splunk or Datadog, sifts through hundreds of traces, correlations, and Git VCS checkins, manually attempts to isolate the root cause, and finally triggers a deployment rollback or schema migration script t...