LABExperiments & notes

Where the tools get stress-tested before they hit client work.

Claude Code workflows, MCP server prototypes, agent experiments, and short technical write-ups. Everything here is shipped when it matters and abandoned when it does not.

Write-upComing soon

Claude Code playbook

The exact workflow I use to ship production code fast: plan files, voice-locked CLAUDE.md, subagent use, verification checklist.

Claude CodeWorkflow
Write-upLive

NEXUS, a self-hosted AI agent rig

Repurposed an older laptop as a standalone AI runtime. Linux Mint, Docker, OpenClaw, remote-managed over SSH and Tailscale, phone-accessible via a locked-down Telegram front-end. Kept off the main workstation on purpose.

LinuxDockerTailscaleSelf-hosted
Read write-up
Write-upComing soon

The AI agent decision playbook

When agents earn their keep, when a script does the job better, and the questions I ask before building one. Patterns from production work, not theory.

AI AgentsDecision-making
Write-upLive

Inside the Jumbo Gemini scanner

Production deep-dive on a shipped component: prompt design, confidence threshold, fallback to manual entry, and how the scanner sits inside the POS flow without blocking checkout.

GeminiVisionProduction
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Two write-ups live, more in the pipeline. Start with the production AI vision deep-dive or the self-hosted agent rig.