Ludian · v1
the sentient
code co-brain.
Every line of code generated here trains the brain. Anonymized structural fingerprints flow into a self-improving model registry while your private context — the Vault — stays yours alone.
Confidence Gate
Every generation is hallucination-checked in parallel. A 0.70 default gate keeps unverified output behind a sobriety wall — overrideable per user.
Brain Signals
Structural fingerprints (language, AST complexity, nesting, imports) flow to anonymized training data. Zero code content, zero PII, forever-preserved.
L&D Mentor
1–2 high-value suggestions per run with a refusal clause: if the model isn't ≥0.75 confident, it returns 'optimal' instead of hallucinating advice.