Primary detector
desklib/ai-text-detector-v1.01
LIVE WORKSPACE PUBLISHING CONTROL / 04
Rewrite the draft.
Keep the brief.
Control voice, facts, keywords, links, and meaning from first pass to publish.
EU workspace · 30-day retention · Client text excluded from analytics
DOCUMENTsolar-storage-guide-v6.md
VOICE PROFILENorthstar technical / v4.2
CONSTRAINTS● 12 locked
ESTIMATE$0.18–0.24 · 32–48s
RUN STATEReady to lock
Humaniser engine / live
Analyze, understand, and revise
The same Humaniser workflow runs on every edition. The surrounding template changes; detector, editor, profiles, models, and API contracts do not.
Detect AI-generated text
Paste up to 2,000 characters. We return a verdict, not just a score.
Humanisation workbench / beta
Build a treatment profile, not a magic rewrite
Combine local rewrites and NLLB round trips, inspect every intermediate, then run the current detector on the result. Translation can change meaning: citations, facts and terminology still require author review.
Execution chain
Ordered transformations
One Turnstile check authorises exactly one chain run. Profile definitions stay in this browser; the complete chain is executed as one EU API job.
Runtime transparency
Model routes available to this workbench
The scan and run receipts are authoritative: they name the model actually used for that request.
Balanced local
humarin / T5-base route
Structural variation
dipper / optional 11B route
NLLB round trips
translation-*
Provider-resolved rewrite
claude-rewrite
A listed route is not a promise that it is loaded or enabled. Each result shows actual availability, model name, route, and missing evidence.