Cloudflare Workers and D1 for custom panels: when it fits
Workers plus D1 fit small, edge-hosted operator panels and portals with modest relational data. They are not a default for every product. A fit check from Cloudflare’s own docs.
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When a Next.js static export is the right B2B marketing site
Static export fits a B2B marketing site that can be files on an edge CDN. It does not fit an authenticated portal. A 2026 decision guide from Next.js deploy docs.
Notification outbox for portal and panel alerts
Portal email and chat alerts should persist in an outbox, retry with a bound, and complete per channel. Fire-and-forget fetch from the request handler is how messages disappear.
AI writes 42% of your code now — the measured quality and security debt behind the speed
Developers feel 20% faster with AI and measure 19% slower. Across 623 million code changes and 100+ models, the 2026 evidence shows duplication up 81%, refactoring down 70%, and a security pass rate stuck at 56% for four years. The honest, checked picture — and the governance playbook that makes the speed real.
MCP became the agentic web's standard in 18 months — its security model did not keep up
Model Context Protocol went from Anthropic side-project to Linux Foundation infrastructure with 10,000+ servers and ~500M monthly SDK downloads. The checked 2026 data on real adoption, the stateless spec rewrite, and the unpatched attack surface most teams are ignoring.
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