4 posts
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.
Deep comparison of 3 main learning paths for AI/ML engineering candidates + students: LeetCode (algorithm focus, Big Tech interview), Kaggle (competition + ML algorithm + Notebooks tier), Real Project (end-to-end, GitHub portfolio, production experience). Each path strengths, time investment, job-finding contribution, position-priority matching, Turkish company vs US Big Tech vs European differences, hybrid strategy recommendations, Junior vs Senior focus difference, 12-month recommended mix, time-investment ROI calculation, 8 success stories, common mistakes, post-interview feedback distribution.
Deep technical + career comparison of AI Engineer, ML Engineer, Data Scientist roles: historical origins (2010 Data Scientist → 2015 ML Engineer → 2023 AI Engineer), day-to-day work, tech stack (PyTorch/TF/scikit-learn vs LangChain/MCP/vector DB), Turkey salary ranges 2026 (₺55K-300K), global comparison (US $130K-500K), two main career paths (academia vs industry), 7 main differences, which role suits you, transition strategies, interview questions, seniority levels, Turkish company examples (Trendyol, Getir, Turkcell, BiTaksi), 6 Turkish specialized niches.