Iternal AI Academy

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Agentic Coding 03: Point, Don't Paraphrase

Give models real artifacts, not summaries — the highest-leverage habit in agentic work.

About this course

Most AI errors don't come from bad prompts — they come from descriptions that replace the real thing. This lesson teaches you to hand the model actual artifacts — files, paths, raw errors — instead of your summary of them, eliminating the silent guessing that causes downstream failures. Master the four sub-moves of pointing and make every session more accurate from the first message.

Where you'll use it

  • Handing a file to an AI agent without losing structural details
  • Preventing models from blending stale and current data sources
  • Debugging AI sessions by pasting raw console errors instead of describing them
  • Pointing at a requirements document so the model reads ground truth on every session
  • Protecting context window budget by fencing off irrelevant directories