Hi, I'm Kushal.
I'm looking at verification layers around Karpathy-style LLM wikis.
Your two-layer lint split is the closest thing I've seen to the shape I have in mind: deterministic lint first, then LLM checks for semantic issues.
When you ran this end to end, which semantic failure was actually worth paying LLM attention for?
- contradiction between atoms
- expired or stale claims
- wiki page not supported tightly enough by its atoms
- missing atoms after an ingest
If you had a verifier sidecar after compile, what would it need to prove before you trusted the wiki update?
Hi, I'm Kushal.
I'm looking at verification layers around Karpathy-style LLM wikis.
Your two-layer lint split is the closest thing I've seen to the shape I have in mind: deterministic lint first, then LLM checks for semantic issues.
When you ran this end to end, which semantic failure was actually worth paying LLM attention for?
If you had a verifier sidecar after compile, what would it need to prove before you trusted the wiki update?