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IIIT Gwalior
React Frontend Engineer
June 13, 2026 – Present
Kill-Chain-Inference
December 29, 2025 – Present
This repository introduces a reasoning framework for reconstructing complete seven-phase ATT&CK kill chains from unstructured CTI narratives. By integrating Transformer-based semantic priors with an MDP and AlphaZero-style MCTS, the approach improves semantic fidelity, phase coherence, and alignment with TTPs across intrusions.
View Projecttelegram_server
December 12, 2025 – December 15, 2025
telegram_server — GitHub repository
View ProjectKillChainGraph
August 26, 2025 – Present
A phase-aware multi-model ML framework emulating adversarial behavior across the Cyber Kill Chain using MITRE ATT&CK. ATTACK-BERT maps techniques to seven phases, forming phase-specific datasets. We assess LightGBM, a custom Transformer, fine-tuned BERT, and GNN, combining outputs via weighted soft-voting.
View ProjectCultural Fit Analysis
The candidate's projects show a strong inclination towards machine learning and data science (KillChainGraph, Kill-Chain-Inference, StockMarketAgent), which deviates significantly from a pure React Frontend Engineer role. While there are some frontend technologies listed in projects (HTML, CSS, JavaScript, TypeScript), the primary focus appears to be elsewhere. This indicates a potential mismatch in primary interest and the target role's core responsibilities.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, providing no insights.