base-in-reality
base-in-reality
A read-only, research-grounded repository audit. It answers one question for each notable design decision in a repo: does this violate an established norm, standard, algorithm, or best practice — provably, against a real source?
The defining rule: no fabricated authority. Every finding is tied to a source the
agent actually fetched in-session. Ungrounded claims are reported as UNCONFIRMED, never
as violations.
When to use
Use when you want to sanity-check a codebase, architecture, or business logic against the state of the art and against domain standards — e.g. "is our APR calculation correct per lending norms?", "does our crypto follow NIST?", "is this consensus approach sound?", "does our ML eval avoid known leakage pitfalls?". Works on any repo; adapts to its domain(s).