Welcome everyone to the official AKSchool workspace! 🌟

Here is what you have access to right now:

1. Community Discussions: Post questions, share architectural patterns, and connect with fellow developers.
2. Classroom Masterclasses: Watch in-depth video modules on building production-grade autonomous agent loops and modern cloud backends.
3. Nova AI Study Buddy: An in-app learning companion trained on all AKSchool curriculum and community resources to answer your questions 24/7.

Introduce yourself in the General space below! What AI project or application are you currently building?

Here is our standard stack for hosting containerized Next.js 15 applications with automated SSL certificates and rolling updates:

• Reverse Proxy: High-throughput routing with automatic SSL renewal
• Container Engine: Production Docker containers with automated health checks
• Health Checks: HTTP /api/health with automated status monitors
• Database Layer: PostgreSQL with Row-Level Security (RLS) isolation and schema migrations

Let me know if you need help architecting your cloud infrastructure!

Just wrapped up an architecture that combines pre-computed SQL statistical metrics with external LLM synthesis.

By injecting verified numbers directly into the system prompt's ground truth context, the model cannot hallucinate or skew calculations. If external providers encounter a quota timeout, it cleanly degrades to an offline mathematical proof.

Check out the full writeup in Module 2!