The gates that keep our websites honest
A living website publishes on its own, and that only works if every page it ships clears one bar: genuinely useful and free of fabrication, enforced by open-source gates.
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Every page in this hub, real and live
de-AI gate
de-AI gate: a deterministic AI-tell gate for your buildA deterministic, read-only check that fails your build on AI writing tells: the em dash, curly quotes, invisible unicode. No network, no credentials.Run de-AI gate as a CI or pre-commit gateMost AI detectors are web forms pasted in after the writing is done. de-AI gate runs in your pipeline and fails the build before content ships.Deterministic vs perplexity AI detectorsProbabilistic AI detectors flag real human writing by mistake. A deterministic gate matches literal tells, so a flag is a fact about the file, not a guess.A provably safe agent skill: no network, no credentialsde-AI gate is read-only, has no auto-run hook, makes no network calls, and holds no credentials. A test asserts all of that against its own source.
no-fabricate gate
no-fabricate gate: every statistic needs a sourceA read-only fact-honesty check for AI-assisted writing. It extracts every statistic and fails the build on any figure with no cited source in a manifest.AI wrote it. Did it also invent the numbers?LLM-drafted copy fabricates statistics because persuasive paragraphs contain them. A fabricated figure reads like a real one, so review does not catch it.Source packs: the citation manifest that gates your buildA source pack is a manifest of cited facts your content may state: claim, value, URL. Gate your build on it and an unsourced statistic fails, not ships.no-fabricate gate: safe to install, zero dependenciesno-fabricate gate reads local files, writes nothing, makes no network calls, stores no credentials, never runs on its own, and installs zero dependencies.