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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Atif Chowhan

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Jul 2026

Agentic AI for Offensive Security: LLM-guided Autonomous Red Teaming in a Limited Cyber-range Environment

Results show that, within a controlled cyber-range environment, LLM-guided agents can approximate deterministic performance when appropriate constraints are applied, suggesting that agent-based approaches to offensive security can support semi-autonomous red teaming workflows, provided that decision-making is governed by structured control policies.

Atif Chowhan, Yasir Hamid · 0 citations
Jul 2026

A Comparative Analysis of Feature-Based and Deep Learning Approaches for Image Classification

A unified and fully reproducible benchmarking framework that standardises preprocessing, enforces fixed train–test splits, aligns training configurations, and evaluates models using a consistent multi-metric suite is introduced, demonstrating that compute-aligned, multi-metric benchmarking is essential for fair and reproducible cross-paradigm evaluation.

Yasir Hamid, N. Ababneh, A. Abasi et al. · 0 citations

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