axezing121321

3 ms·

1. 1.▲
   by axezing121321 1y ago

   Why I kept running into “prompt spaghetti”—great model outputs but zero traceability. So I wrote a tiny spec that forces any LLM call to show its reasoning first. What it looks like GOAL / CONTEXT / CONSTRAINTS -----------------
2. 2.▲
   Show HN: Arc OS – spec-first audit layer for GPT prompts (MD and self-check)(github.com)

   1 points by axezing121321 1y ago|1 comments
3. 3.▲
   by axezing121321 1y ago

   Sorry, I think I replied in the wrong thread. My comment was meant for a different topic — feel free to ignore!
4. 4.▲
   by axezing121321 1y ago

   Sorry, I think I replied in the wrong thread. My comment was meant for a different topic — feel free to ignore!
5. 5.▲
   by axezing121321 1y ago

   Happy to elaborate on how ARC OS works — It parses subjective input into logic trees with assumptions, conflict checks, bias flags, and reasoning trails. It’s symbolic only (no LLMs), designed for alignment auditing, law/policy framewo