diff --git a/.claude/audits/INDEX.md b/.claude/audits/INDEX.md
index e2fb5730..d86fd216 100644
--- a/.claude/audits/INDEX.md
+++ b/.claude/audits/INDEX.md
@@ -29,4 +29,4 @@ Persistent log of every `/article-audit` run. One row per audit; full reasoning
 | 2026-06-03 | [Git commands every engineer should know](2026-06-03-git-commands-reference.md) (Pavle Davitković) + Anton Martyniuk's rebase-on-shared-branches comment | 🔧 Anton's rule (rebase-vs-merge) followed by behavior, no encoding | Opened #105 (after user pushback on initial "no action" verdict) |
 | 2026-06-03 | [IServiceScopeFactory vs IServiceProvider](2026-06-03-iservicescope-vs-iserviceprovider.md) (LinkedIn DI lifetimes comment follow-up) | 🔧 Partial — mechanism in #103, IServiceProvider anti-pattern not yet | Update #103 body |
 | 2026-06-05 | [10 harmful .NET packages](2026-06-05-harmful-dotnet-packages.md) (LinkedIn listicle) | ⚙️ 8 of 10 already encoded equivalently; load-bearing disagreement on NSubstitute (article says replace with Moq, project explicitly rejects Moq); tactical divergence on FluentAssertions replacement (project chose AwesomeAssertions fork over article's Shouldly/xUnit) | No action |
-| 2026-06-05 | [The Method That Replaces SDD — IDSD](2026-06-05-idsd-replaces-sdd.md) (Kapil Viren Ahuja, Activated Thinker) | ❓ Paywalled — visible intro corroborates project's encoding-loop stance; IDSD methodology itself unauditable | No action; follow-up if article becomes accessible |
+| 2026-06-05 | [The Method That Replaces SDD — IDSD](2026-06-05-idsd-replaces-sdd.md) (Kapil Viren Ahuja, Activated Thinker) | ⚙️ **Parallel methodology with complementary scope** — IDSD addresses per-feature loop (Intent + Expectations + Context), encoding loop addresses cross-feature compounding. Re-audited after user pasted full article (initial verdict was paywall-limited). 5 borrowable framings identified | Propose 5 method additions: "Connections" section in /feature-spec, hole-test, "presence in loop" discipline, "method vs harness" doc, academic citations |