DevLog
Building in Public with Claude Code
Daily dispatches from the build floor. Real projects, real problems, real solutions — all built with AI-assisted development.
Plugin update needs a new Claude Code process, not a new window
Correcting the plugin restart requirement and mapping the complete removal surface for a local-only skill.
Building an admin panel for registered users with signup source tracking
Building a registered users panel with signup source tracking, AI call logging, and rotating three exposed secrets.
Building an admin users panel when the schema is shared
How I built a users panel and captured signup source when the database schema is shared between dev and prod.
Building an Admin Panel for User Metrics and AI Call Logging
Adding an admin users panel with signup source tracking, AI call logging for silent failures, and security cleanup of exposed credentials.
Plugin version bump is the publish in Claude Code marketplace
How a merged fix stayed invisible to all users until I bumped the plugin version string in Claude Code marketplace.
Adding an admin users panel and AI call logging to a Flask app
I added an admin users panel, signup source tracking, and AI call logging to surface registration data and debug silent failures.
mcp 2.0.0 broke memstack-skill-loader fresh installs
How an unbounded mcp dependency and upstream 2.0.0 API removal broke fresh installs and how the clean-venv step caught it.
Grammar-constrained wake word recognition with Vosk
Moving wake word recognition from open vocabulary to grammar-constrained decoding and measuring the cost of the name itself.
Vosk grammar constraints require dynamic-graph models
Vosk runtime grammars work only on dynamic-graph models; the full model has a static graph and cannot be constrained.
Wake Word Detection with Vosk Keyphrase Spotting on Windows
Building hands-free wake word detection with Vosk, fixing one-breath command capture, and moving reminder date resolution out of the LLM into Python.