BitKode is a bilingual publication on software engineering: articles, guides, references, and notes in English and Spanish.https://bitkode.dev/en-ushttps://bitkode.dev/articles/hlab-proxmox-homelab-platform/https://bitkode.dev/articles/hlab-proxmox-homelab-platform/A hobby project that turns Proxmox VM creation into a self-service platform experience: plans, templates, a dashboard TUI, and a headless CLI for automation and AI agents.Thu, 09 Jul 2026 00:00:00 GMTHomelabVirtualizationInternal Developer Platformsproxmoxterraformansiblegoclituiopen-sourcehttps://bitkode.dev/articles/which-llm-would-i-use-for-backend-development/https://bitkode.dev/articles/which-llm-would-i-use-for-backend-development/I gave several LLMs the same Go backend assessment to see which one is actually useful in day-to-day software development. The result was less about who writes the most code and more about who survives verification.Wed, 08 Jul 2026 00:00:00 GMTEvaluationsAgentsPrompt Engineeringllmgobackendbenchmarkagentshttps://bitkode.dev/articles/eventual-consistency-is-a-product-decision/https://bitkode.dev/articles/eventual-consistency-is-a-product-decision/Consistency is usually filed under 'backend detail,' but staleness leaks straight into the interface and the business rules. Deciding how stale is acceptable is a product decision — here is how to treat it like one.Tue, 07 Jul 2026 00:00:00 GMTEventual ConsistencyDistributed SystemsEvent-Driven Architecturecap-theoremuxconsistencytrade-offshttps://bitkode.dev/articles/why-event-driven-architectures-exist/https://bitkode.dev/articles/why-event-driven-architectures-exist/Direct calls between services are simple until they aren't. Event-driven architecture is the answer to a specific failure of tightly coupled systems — here is the problem it actually solves.Tue, 07 Jul 2026 00:00:00 GMTEvent-Driven ArchitectureDistributed Systemseventskafkadecouplingasynchronoushttps://bitkode.dev/articles/why-platform-engineering-matters/https://bitkode.dev/articles/why-platform-engineering-matters/Every growing engineering org quietly builds a platform — the only question is whether anyone owns it. Platform engineering is the decision to treat that platform as a product, and here is the problem it solves.Tue, 07 Jul 2026 00:00:00 GMTInternal Developer PlatformsGolden Pathsbackstagedevopsdeveloper-experienceidphttps://bitkode.dev/guides/building-your-first-mcp-server/https://bitkode.dev/guides/building-your-first-mcp-server/A practical, reproducible walkthrough: build a minimal Model Context Protocol server in TypeScript, expose a tool an AI client can call, and verify it end to end.Tue, 07 Jul 2026 00:00:00 GMTMCPAI Agentsmcptypescriptaihttps://bitkode.dev/guides/deploying-an-astro-site-to-cloudflare-workers/https://bitkode.dev/guides/deploying-an-astro-site-to-cloudflare-workers/Ship a static Astro build to Cloudflare's edge with Workers static assets: wrangler config, GitHub CI, per-branch preview URLs, and an honest look at the limits.Tue, 07 Jul 2026 00:00:00 GMTStatic HostingEdge Computingastrocloudflareci-cdhttps://bitkode.dev/references/what-is-cqrs/https://bitkode.dev/references/what-is-cqrs/A canonical explanation of CQRS: treating reads and writes as two different problems with two different models, why that split exists, and when it is worth the cost.Tue, 07 Jul 2026 00:00:00 GMTCQRSEvent-Driven Architecturecqrsread-modelwrite-modelscalabilityhttps://bitkode.dev/references/what-is-event-sourcing/https://bitkode.dev/references/what-is-event-sourcing/A canonical explanation of event sourcing: storing the full history of what happened as an append-only log of facts, and deriving current state by replaying it.Tue, 07 Jul 2026 00:00:00 GMTEvent SourcingEvent-Driven ArchitectureCQRSeventsstatecqrskafkahttps://bitkode.dev/references/what-is-the-outbox-pattern/https://bitkode.dev/references/what-is-the-outbox-pattern/A canonical explanation of the outbox pattern: how to update a database and publish an event without the two silently drifting apart when one of them fails.Tue, 07 Jul 2026 00:00:00 GMTOutbox PatternEvent-Driven ArchitectureDistributed Systemsoutboxmessagingconsistencykafkahttps://bitkode.dev/notes/typescript-satisfies-operator-is-underrated/https://bitkode.dev/notes/typescript-satisfies-operator-is-underrated/A type annotation validates a value but widens it. The satisfies operator validates without widening — so you keep the exact type you actually wrote.Tue, 07 Jul 2026 00:00:00 GMTTypeScriptType Systemstypescripttypes