15 posts
What is artificial intelligence? Artificial intelligence (AI) is the set of disciplines that enable machines to imitate human-like learning, reasoning, perception, and decision-making. This guide is a 2026 reference covering AI's definition, types, core technologies, industry applications, and Turkey-specific regulatory context.
After 15 years of Chrome dominance, the browser category is genuinely fracturing. I spent a week with ChatGPT Atlas, Perplexity Comet, and Dia in parallel: agent mode in realistic scenarios, Turkish search quality, KVKK risk, tab management, performance, and a decision matrix for who should use which — end-to-end practitioner guide.
ChatGPT Search now serves 800M weekly users, and roughly 18% of all searches happen inside LLM interfaces. Generative Engine Optimization (GEO) is the discipline of becoming a cited source across ChatGPT, Perplexity, Gemini, and Google AI Overviews. This playbook covers: GEO vs SEO vs AEO, the 7 technical foundations (Schema, E-E-A-T, first 200 words, comparison tables, citation frequency, entity consistency, multi-format), a 50+ item audit checklist, measurement tools (LLMrefs, Profound, Otterly), and a Turkish B2B SaaS case study.
If you sell on Trendyol/Hepsiburada or run your own Turkish e-commerce site: an end-to-end AI pipeline that turns a product link into a 30-second mobile-optimized ad reel. With Pika 2.2 + Runway Gen-4 + HeyGen + ElevenLabs + Suno you can produce one video for $3-8 — 60-100x cheaper than an agency. Includes Meta Advantage+ integration, 9:16 vertical format, KVKK + lip-sync caveats, and a real Trendyol seller case study.
Sora 2, Veo 3, Runway Gen-4, and Kling 2.6 — I benchmarked the four leading 2026 AI video models with five identical prompts: Cappadocia balloons, an e-commerce product ad, character consistency, Turkish lip-sync, and a parkour action sequence. A field report on price, audio sync, character fidelity, Turkish e-commerce usage, the OpenAI Sora API shutdown news, and Chinese alternatives (Hailuo, Vidu, Seedance) — with 25+ sources.
Claude Code (Anthropic), Cursor (Composer 2.5), and Windsurf (Cascade) — the three major AI coding assistants as of May 2026. SWE-bench Verified and SWE-bench Pro scores, pricing (Pro $20, Max $200, Cursor Business $40, Windsurf Pro $15), agent modes, hybrid setup recommendations, and adoption guidance for Turkish engineering teams.
How do you connect Claude Code, Cursor, and VS Code to enterprise tools through the Model Context Protocol (MCP)? Step-by-step setup, prompt examples, token economics, and a TypeScript guide for writing custom MCP servers across GitHub, Linear, Slack, PostgreSQL, Salesforce, BigQuery, Figma, Notion, Confluence, and Filesystem.
Naive RAG's six fatal weaknesses are fully solved in 2026 by agentic RAG. A production-grade RAG with plan/reflect/verify loops, hybrid retrieval, and claim-verification built on the LangGraph v0.4 state-graph used by Klarna, LinkedIn, and Uber — plus a KVKK-compliant Turkish bank case study and cost-latency tradeoffs.
Detailed comparison of the three most powerful 2026 open-weight LLM families — DeepSeek (V3 + R1), Qwen (2.5 + 3), and Meta Llama (4). Architecture (MoE vs dense), benchmarks (MMLU, HumanEval, GSM8K), Turkish performance, license (MIT vs Apache vs Llama Community), cost (self-hosted vs API), hardware (VRAM, GPU), fine-tune friendliness, ecosystem (Hugging Face, vLLM, Ollama), KVKK / data sovereignty advantages. Use cases for Turkish enterprises.
A detailed head-to-head comparison of the 2026 Google Gemini Advanced and OpenAI ChatGPT Plus. 10+ tables across model access (Gemini 3 vs GPT-5), multimodal features (Veo 3 vs Sora 2, Imagen 3 vs DALL-E 3), long context (2M vs 256K), Turkish fluency, voice, Workspace integration, NotebookLM, Gem vs Custom GPT, mobile, and KVKK compliance. Concrete recommendations across 6 Turkish professional scenarios.
A detailed Turkish guide comparing the three flagship AI search engines — Perplexity Pro/Enterprise, ChatGPT Search (Browse), Google AI Mode (formerly SGE). 10 dimensions including model choice, citation quality, deep research, Turkish support, pricing, API, mobile, KVKK. Strategic AEO/GEO analysis for content producers, comparison with traditional Google search, and practical recommendations for Turkish users.
A head-to-head comparison of the two 2026 flagship AI models — Anthropic Claude Opus 4.7 and OpenAI GPT-5. Architecture and training philosophy differences (Constitutional AI vs RLHF), benchmark results (MMLU, HumanEval, GSM8K, hallucination), Turkish performance, code generation, reasoning, long context (1M vs 256K), multimodal, agent/tool use/MCP, cost, latency, safety, and alignment. Use-case-based winner analysis.
The most comprehensive 2026 Turkish reference on multimodal AI. Vision-Language models (CLIP, GPT-5 Vision, Claude Opus 4.7 Vision, Gemini 3), audio models (Whisper, ElevenLabs, Suno), video models (Sora 2, Veo 3, Kling), unified multimodal architecture (cross-attention, fusion methods), training data, enterprise use cases (medical imaging, autonomous, content, deepfake detection), KVKK + copyright, 3 Turkish enterprise case studies, and 2026-2030 outlook.
A comprehensive 2026 reference explaining how AI agents work, which architectures solve which problems, and what they mean for Turkish enterprises. Covers ReAct, multi-agent, MCP, tool use, computer use, browser agents, frameworks (LangGraph / AutoGen / CrewAI / Claude Code), production concerns, evaluation, security, KVKK compliance, and three anonymized Turkish case studies.
A comprehensive reference for designing, scaling, and shipping Retrieval-Augmented Generation (RAG) systems in production with KVKK compliance. Covers Turkish-capable embedding model selection, vector DB comparison, chunking, hybrid search, re-ranking, hallucination control, eval harness, and three anonymized Turkish enterprise case studies — end-to-end production architecture.