AI Tool Lab
Ask questions about building AI tools: specs, MCP, remote services, security hardening, and testing.
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Case studies
🖼️
Background replacement
A production image pipeline that removes and replaces backgrounds at scale, with local and remote model options.
🎨
Image generation
From ad-hoc prompt calls to a stable, observable image-generation service with cost and quality controls.
✉️
Submit suggestion
Automating a content-submission flow end to end: ingestion, validation, review, and publishing hooks.
🔌
MCP stdio vs SSE
Why I choose embedded stdio MCP services over SSE for local agent capabilities.
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Remote MCP security
Comparing static, dual-port, and embedded-route architectures for a remote MCP info page.