Shuge Unlimited
May 19, 2026 · Artificial Intelligence
Why Changing the Instruction Field Fails: Root Cause Uncovered in OpenSpec Source
An analysis of five rounds of OpenSpec experiments shows that content rules in the instruction field work, but structural rules do not, and source‑code inspection reveals that the template field is the authoritative structure, explaining the failure and guiding a corrective redesign.
AI toolingLLMOpenSpec
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