CoolDeep AI Digest

Edition: 2026-10-19

I was failing at AI for months without knowing it

2026-07-31T12:42:17Z openrouter_free google/gemma-4-31b-it
The author reflects on their initial failure to effectively use AI, realizing they were treating it as a search engine rather than leveraging context and iteration. They emphasize that the difference between a novice and a power user lies in prompting strategy, not the tools used.
The author reflects on a common pitfall in AI adoption: the 'novice' approach, where users treat Large Language Models (LLMs) like a sophisticated Google search. For months, the author believed they were proficient because they received functional answers, but they realized they were actually failing to leverage the true power of AI after observing a 'power user's' workflow. The core argument is that the difference between an AI novice and a power user is not the tool they use, but the clarity and depth of their communication. To bridge this gap, the author outlines a transition from vague, short prompts to a structured briefing process. The primary mistake identified is using two-to-five word prompts, which forces the AI to rely on 'averages' for tone, audience, and format, resulting in hollow outputs. Instead, the author suggests treating the AI like a brilliant new hire who possesses general knowledge but lacks specific context about the user's unique goals and preferences. The author proposes a systematic approach to prompting, emphasizing that users must provide comprehensive context, constraints, and feedback. This is formalized into a 'Five-Part Prompt Structure,' starting with the assignment of a specific 'Role' (e.g., a specialized newsletter writer) to prevent the AI from defaulting to a generic assistant persona, followed by detailed 'Context' regarding the situation, audience, and objectives. The conclusion is that high-quality AI output is a direct result of the quality of the input; by providing the necessary background and structure, users can move from receiving 'fine' results to 'great' ones.