<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>dfpn — Field notes</title><description>Field notes on synthetic-media defense: provenance, detection, decentralized validator networks, and the dfpn threat model.</description><link>https://dfpn.cryptuon.com/</link><language>en-us</language><item><title>Reading dfpn&apos;s threat model</title><link>https://dfpn.cryptuon.com/blog/reading-dfpn-threat-model/</link><guid isPermaLink="true">https://dfpn.cryptuon.com/blog/reading-dfpn-threat-model/</guid><description>A close read of the dfpn threat model: six adversary classes, the mitigations paired with each, trust assumptions named, and what dfpn won&apos;t do.</description><pubDate>Tue, 26 May 2026 00:00:00 GMT</pubDate></item><item><title>Why a decentralized validator network matters</title><link>https://dfpn.cryptuon.com/blog/why-decentralized-validator-network/</link><guid isPermaLink="true">https://dfpn.cryptuon.com/blog/why-decentralized-validator-network/</guid><description>Single-vendor detection is brittle for civic infrastructure. A decentralized network gives detector diversity, censorship resistance, and an audit trail.</description><pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate></item><item><title>Provenance vs detection: complementary defenses</title><link>https://dfpn.cryptuon.com/blog/provenance-vs-detection/</link><guid isPermaLink="true">https://dfpn.cryptuon.com/blog/provenance-vs-detection/</guid><description>Provenance answers &apos;where did this come from?&apos; at capture; detection answers &apos;does this look manipulated?&apos; after. Both are needed; neither is enough alone.</description><pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate></item></channel></rss>