https://irostyslav.github.io/tags/ai/Recent content in Ai on Rostyslav IvanitsaHugoen-usTue, 05 May 2026 20:46:59 -0700https://irostyslav.github.io/posts/ai-pm-docs/Tue, 15 Jul 2025 00:00:00 +0000https://irostyslav.github.io/posts/ai-pm-docs/Conveying intent for a solution you envision is critical yet complex. Building your own Gemini GEM can streamline the creation of comprehensive documentation—from vision to user stories—ensuring everyone is aligned on the intended solution.https://irostyslav.github.io/posts/grok-me/Mon, 14 Jul 2025 00:00:00 +0000https://irostyslav.github.io/posts/grok-me/Grok 4, a new LLM, boasts advanced reasoning, real-time search, and tool use, with a dual-model architecture (Standard and Heavy) and strong academic benchmark performance. However, its launch is marred by concerns over ideological bias (referencing its founder’s posts), a major antisemitic content moderation failure, and rapid jailbreak vulnerabilities, raising questions about its safety and neutrality despite ambitious future plans.https://irostyslav.github.io/posts/pm-ai-agents/Sat, 05 Jul 2025 00:00:00 +0000https://irostyslav.github.io/posts/pm-ai-agents/Generative AI in product teams is limited by data access and isolation. The next wave is AI agents deeply integrated into core systems, acting as proactive, autonomous, goal-oriented, context-aware, and action-oriented digital teammates. This will transform product management by automating mundane tasks, freeing PMs to focus on true strategy, discovery, and leadership, amplifying their impact.https://irostyslav.github.io/posts/dead-prompting/Sat, 05 Jul 2025 00:00:00 +0000https://irostyslav.github.io/posts/dead-prompting/Manual prompt engineering is inefficient and dead. The future involves automated prompt optimization using a three-part system: a core LLM application, an LLM-as-a-judge evaluator to measure performance, and an auto-improving agent that researches, generates, and refines prompts. This approach has shown significant performance gains, shifting the focus from manual prompt tweaking to building robust evaluators and agentic systems for continuous, automated LLM improvementhttps://irostyslav.github.io/posts/vibe-coding/Tue, 08 Apr 2025 00:00:00 +0000https://irostyslav.github.io/posts/vibe-coding/Vibe Coding is a revolutionary approach to software development that leverages AI to rapidly prototype ideas by using natural language prompts. Coined by Andrej Karpathy, it allows creators to focus on creativity rather than coding, making it ideal for quick tests and low-stakes projects.https://irostyslav.github.io/posts/blue-ocean/Mon, 13 Jan 2025 00:00:00 +0000https://irostyslav.github.io/posts/blue-ocean/Creating new, uncontested markets ‘blue oceans’ rather than competing in overcrowded ones ‘red oceans’. It emphasizes value innovation—simultaneously increasing customer value and reducing costs.