Scenarios
Development stories
Behind-the-scenes looks at how Ophraxx AI is being built — real engineering decisions, live systems, and what's coming next.
Building Ophraxx AI's multi-layer safety stack
A look at the real safety architecture powering Ophraxx AI — from LLM-based input screening and nine-category threat detection to automated fact-checking, PII redaction, and the philosophy behind requiring explanatory refusals.
From Discord message to AI reply: inside the Ophraxx pipeline
A detailed walkthrough of everything that happens between a user sending a message in Discord and receiving an Ophraxx AI reply — spanning spam detection, rate limiting, model routing, live tool calls, conversation memory, and chunked output delivery.
Ophraxx Lite: how we built our model lineup and routing system
An inside look at the three-model Ophraxx Lite lineup — what each model is designed for, how the prompt classifier automatically routes queries between them, how the five personality modes work, and what's coming next.
Admin controls: how server owners deploy and manage Ophraxx AI
A complete walkthrough of the Ophraxx AI admin experience — the interactive /setup command, guild configuration stored on our backend, usage tracking with per-user and per-guild limits, spam protection with automatic Discord timeouts, and the mod log integration that keeps server staff informed.