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You Can Start Building LLM Skills Before You Know the Whole Shape

6 hours ago
  • #LLM skills
  • #automation
  • #iterative development
  • Begin automation efforts with a single useful behavior rather than designing a complex system upfront.
  • Define automation clearly by naming specific functions (e.g., scanning, fixing, reviewing) to avoid ambiguity and focus on actionable tasks.
  • Create a skill around a narrow scope, such as fixing one violation in one file, to enable immediate testing and iteration based on real use.
  • Iteratively refine the skill by observing its performance on actual problems, adjusting descriptions, scope, and outputs to close gaps.
  • Allow the skill to grow organically through accretion, adding features only when demanded by practical needs, not pre-designed diagrams.
  • Incorporate human checkpoints (e.g., review, approval) as intentional design elements to maintain judgment and reliability.
  • Start building immediately with a minimal viable skill, letting its shape emerge from real-world application rather than upfront planning.