Knowledge Nodes
Synchronized documentation and automated field notes.

Crestron 3-Series SIMPL# Module Pattern With a SIMPL+ Wrapper
A reusable field pattern for building Crestron 3-Series SIMPL# libraries with thin SIMPL+ wrappers and compiled module artifacts.
Using AI to Build a PTZOptics G3 Crestron SIMPL# Module
Field notes from using AI to generate a successful Crestron SIMPL# and SIMPL+ module for PTZOptics G3 camera control.
Why a Crestron Teams Room Forced a Biamp TesiraFORTE X 400's USB Out to -20 dB
A field note on a Crestron UC Engine and Biamp TesiraFORTE X 400 where USB HID volume control drove the room audio down to -20 dB after a DSP reboot.

Why Some Laptops Fail USB-C AV Setups
One USB-C cable should carry video, USB data, and power. In AV rooms, the same cable can work on one laptop and fail on another because the connector does not guarantee the same capabilities.

Multi-Agent Knowledge Repositories for AV Projects with Ticketing System APIs
Using multi-agent workflows and ticketing APIs as a living project memory for AV teams.

Field Notes: Using AI to Solve the Ghost in the Machine
Field notes on using AI to diagnose hidden AV faults, correlate logs, sanity-check logic, and write better service reports.

Field Notes: Automating System Health via Multi-Device Log Aggregation
A field workflow for aggregating device logs from AV systems and turning them into actionable health reports.

Using GitHub and AI to Build Crestron SIMPL Windows Modules
A practical workflow for using GitHub and AI to build, document, and manage Crestron SIMPL Windows modules.

API-Connected AV Support Agents for Faster Ticket Resolution
How API-connected support agents can gather project context, triage tickets, and speed up AV issue resolution.

AAVIS Architecture: Autonomous AV Commissioning as a Local Agent System
A local agent architecture for AI-assisted AV commissioning, documentation, testing, and control workflow automation.