Knowledge Base

Technical deep-dives on patterns and approaches from production systems

Home Assistant Update Not Showing? Force It via CLI

Supervisor Feed · CLI Upgrade · REST API

GitHub shows a new HA release but your instance doesn't see it. The supervisor feed lags behind GitHub, sometimes by days. How to confirm the mismatch and force the upgrade.

Home Assistant Automation Troubleshooting

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How Do You Route IVR Calls Using Snowflake Data?

Dynamic Routing · JWT Auth · NetSapiens IVR

Integrating a data warehouse into live call routing. ZIP code and phone number lookups from Snowflake via JWT-authenticated REST API, returning XML to drive NetSapiens IVR decisions.

IVR Snowflake Call Routing

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How Do You Build a Private AI Knowledge Base from 5000+ Articles?

RAG · Prompt Engineering · Knowledge Gaps

Scraping thousands of poorly indexed KB articles, converting them to a searchable AI system, and fixing the hallucination problems that come with sparse data.

AI RAG Knowledge Management

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