In-depth technical writing on AI, ML, distributed systems, and modern engineering.
Behavioral intelligence in legal contexts requires the most restrictive governance profile: privilege scope enforcement, no diagnostic langu…
Matters, proceedings, parties, hearings, work_logs, and billing_entries — with team_id isolation on every table, soft deletes everywhere, an…
Five roles (super_admin, admin, lawyer, staff, client), team isolation at the repository layer, feature gating via a capability matrix, and …
Start/stop timer with server-side drift correction, work log approval workflow (draft → pending_review → approved → applied), and the dedupl…
5-level rate resolution: proceeding+lawyer → proceeding → matter+lawyer → matter → user default. First-non-null cascade with date-range effe…
Billing entry → invoice pipeline with discount types (percentage, fixed, write-off), retainer deduction logic, and PDF generation.
Unified workspace for legal teams: all item types in one view, assignment workflow with team validation, cron-driven reminder dispatch, and …
Resolving a phone number to user+role, persona classes (Lawyer/Client/Staff/Unknown) with role-aware system prompt context, and fallback for…
Storing wa_message_id + transcript on created workspace items, WebhookContext globals for cross-cutting request state, and the media URL exp…
Client asks the WhatsApp AI agent → bot forwards to lawyer → lawyer replies via WhatsApp → bot forwards to client. Relay detection, forwardi…
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