https://mertaliclk.com.tr/blog/ Technical articles on AI/ML, cybersecurity, full-stack development, and AI engineering. en-us Fri, 13 Mar 2026 16:56:18 GMT https://mertaliclk.com.tr/blog/llm-agents-autonomous-systems/ https://mertaliclk.com.tr/blog/llm-agents-autonomous-systems/ How to build AI agents that plan, use tools, and self-correct, from ReAct prompting to multi-agent architectures. Sat, 01 Mar 2025 00:00:00 GMT https://mertaliclk.com.tr/blog/prompt-engineering-beyond-basics/ https://mertaliclk.com.tr/blog/prompt-engineering-beyond-basics/ Advanced prompt engineering techniques I use in production, from chain-of-thought to structured output, few-shot calibration, and self-consistency. Thu, 20 Feb 2025 00:00:00 GMT https://mertaliclk.com.tr/blog/rag-pipelines-practical-guide/ https://mertaliclk.com.tr/blog/rag-pipelines-practical-guide/ A practical walkthrough of Retrieval-Augmented Generation, from naive vector search to production-grade pipelines with re-ranking, chunking strategies, and evaluation. Mon, 10 Feb 2025 00:00:00 GMT https://mertaliclk.com.tr/blog/building-honeypot-security-system/ https://mertaliclk.com.tr/blog/building-honeypot-security-system/ How I designed and deployed a honeypot system to study real-world attack patterns, and what the data revealed about modern threat actors. Wed, 15 Jan 2025 00:00:00 GMT https://mertaliclk.com.tr/blog/ml-gender-classification-from-scratch/ https://mertaliclk.com.tr/blog/ml-gender-classification-from-scratch/ Walking through the process of building, training, and optimizing a CNN for gender classification, including the pitfalls and hard-won optimizations. Thu, 02 Jan 2025 00:00:00 GMT https://mertaliclk.com.tr/blog/real-time-video-conferencing-webrtc/ https://mertaliclk.com.tr/blog/real-time-video-conferencing-webrtc/ A technical exploration of peer-to-peer video communication, STUN/TURN servers, and the challenges of real-time media on the web. Wed, 18 Dec 2024 00:00:00 GMT