ba6c197f1b25ae211e18471809d259e28404cedb
dbn-legal-agent is not suitable for structured RAG synthesis: - Fine-tune contamination appends feedback loops after JSON output - 7-min latency vs 45s for gpt-4o-mini - 8B base gives weaker instruction-following on complex JSON contracts - No improvement in citation accuracy (RAG provides the legal content) dbn-legal-agent kept for open-ended freeform Norwegian legal Q&A where citation structure isn't required. BVJ synthesis now uses azure_mini|azure_full|gpu only. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Do Better Norge Legal Tools Hub
MVP docroot for tools.dobetternorge.no.
Required environment
- CaveauAI client access for
DBN_CAVEAU_CLIENT_SLUGandDBN_CAVEAU_PACKAGE_SLUG DBN_AZURE_OPENAI_ENDPOINTDBN_AZURE_OPENAI_API_KEYDBN_AZURE_OPENAI_API_VERSIONDBN_AZURE_OPENAI_CHAT_DEPLOYMENTDBN_AZURE_OPENAI_EMBEDDING_DEPLOYMENT
Optional:
DBN_AI_PORTAL_ROOT(defaults to siblingai-portal)DBN_CAVEAU_CLIENT_SLUG(defaults todobetter)DBN_CAVEAU_PACKAGE_SLUG(defaults tofamily-legal)DBN_TOOLS_SUPPORT_DIRDBN_TOOLS_METADATA_LOG
Authentication
The login form authenticates against Caveau client_users for the configured
client slug. The client must be active, the user must be active, and the client
must have an active subscription to the configured corpus package.
Use scripts/setup-caveau-access.php for repeatable local/production setup of
the Do Better Norge Caveau owner account, family-legal subscription, and
white-label domain mappings. Pass the account password through
DBN_SETUP_PASSWORD at runtime only; do not commit it.
The APIs process pasted text in memory and write only metadata such as tool name, latency, language, source count, chunk count, deployment, and anonymous session id.
Description
Languages
PHP
77.3%
JavaScript
13.6%
CSS
9.1%